本仓库旨在收集ICLR最新研究进展,尤其是LLM方面,涉及NLP领域的各个方向,此项目长期不定时更新。
欢迎watch和fork!不过给个star⭐就更好了❤️。
知乎地址:ShuYini
微信公众号: AINLPer(每日更新,欢迎关注)
1、Learning to Downsample for Segmentation of Ultra-High Resolution Images
2、Sample and Computation Redistribution for Efficient Face Detection
3、Sound Adversarial Audio-Visual Navigation
- Paper: 点击下载
- Code: https://yyf17.github.io/SAAVN
4、Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations
- Paper: 点击下载
- Code: https://github.com/rajesh-lab/nurd-code-public
5、Improving Mutual Information Estimation with Annealed and Energy-Based Bounds
- Paper: 点击下载
- Code: [mailto:[email protected]; [email protected]; [email protected]](mailto:[email protected]; [email protected]; [email protected])
6、CrossBeam: Learning to Search in Bottom-Up Program Synthesis
- Paper: 点击下载
- Code: https://github.com/google-research/crossbeam
7、Top-label calibration and multiclass-to-binary reductions
- Paper: 点击下载
- Code: https://github.com/aigen/df-posthoc-calibration
8、MaGNET: Uniform Sampling from Deep Generative Network Manifolds Without Retraining
- Paper: 点击下载
- Code: https://bit.ly/magnet-sampling
9、It Takes Four to Tango: Multiagent Self Play for Automatic Curriculum Generation
- Paper: 点击下载
- Code: https://github.com/yuqingd/cusp
10、CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing
- Paper: 点击下载
- Code: https://crop-leaderboard.github.io
11、Can an Image Classifier Suffice For Action Recognition?
- Paper: 点击下载
- Code: https://github.com/IBM/sifar-pytorch
12、NeuPL: Neural Population Learning
- Paper: 点击下载
- Code: https://neupl.github.io/demo/
13、AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation
- Paper: 点击下载
- Code: https://github.com/google-research/adamatch
14、Audio Lottery: Speech Recognition Made Ultra-Lightweight, Noise-Robust, and Transferable
- Paper: 点击下载
- Code: https://github.com/VITA-Group/Audio-Lottery
15、Graph Condensation for Graph Neural Networks
- Paper: 点击下载
- Code: https://github.com/ChandlerBang/GCond
16、On Evaluation Metrics for Graph Generative Models
- Paper: 点击下载
- Code: https://github.com/uoguelph-mlrg/GGM-metrics
17、ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
- Paper: 点击下载
- Code: https://thisclimatedoesnotexist.com
18、Contextualized Scene Imagination for Generative Commonsense Reasoning
- Paper: 点击下载
- Code: https://github.com/wangpf3/imagine-and-verbalize
19、Optimal Representations for Covariate Shift
- Paper: 点击下载
- Code: https://github.com/ryoungj/optdom
20、Gradient Importance Learning for Incomplete Observations
21、Improving Non-Autoregressive Translation Models Without Distillation
- Paper: 点击下载
- Code: https://github.com/layer6ai-labs/CMLMC
22、Efficient Token Mixing for Transformers via Adaptive Fourier Neural Operators
23、COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks
- Paper: 点击下载
- Code: https://copa-leaderboard.github.io
24、Geometry-Consistent Neural Shape Representation with Implicit Displacement Fields
- Paper: 点击下载
- Code: https://github.com/yifita/idf
25、Modeling Label Space Interactions in Multi-label Classification using Box Embeddings
- Paper: 点击下载
- Code: https://github.com/iesl/box-mlc-iclr-2022
26、Data Efficient Language-Supervised Zero-Shot Recognition with Optimal Transport Distillation
- Paper: 点击下载
- Code: https://github.com/facebookresearch/OTTER
27、FedBABU: Toward Enhanced Representation for Federated Image Classification
- Paper: 点击下载
- Code: https://github.com/jhoon-oh/FedBABU
28、Reducing Excessive Margin to Achieve a Better Accuracy vs. Robustness Trade-off
- Paper: 点击下载
- Code: https://github.com/imrahulr/hat
29、Fast AdvProp
- Paper: 点击下载
- Code: https://github.com/meijieru/fast_advprop
30、Pix2seq: A Language Modeling Framework for Object Detection
- Paper: 点击下载
- Code: https://github.com/google-research/pix2seq
31、NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs
- Paper: 点击下载
- Code: https://github.com/migalkin/NodePiece
32、NASViT: Neural Architecture Search for Efficient Vision Transformers with Gradient Conflict aware Supernet Training
- Paper: 点击下载
- Code: https://github.com/facebookresearch/NASViT
33、Network Augmentation for Tiny Deep Learning
- Paper: 点击下载
- Code: https://tinyml.mit.edu
34、Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions
- Paper: 点击下载
- Code: https://github.com/ardasahiner/ProCoGAN
35、How Attentive are Graph Attention Networks?
- Paper: 点击下载
- Code: https://github.com/tech-srl/how_attentive_are_gats
36、Towards Empirical Sandwich Bounds on the Rate-Distortion Function
- Paper: 点击下载
- Code: https://github.com/mandt-lab/RD-sandwich
37、Learning to Generalize across Domains on Single Test Samples
38、Likelihood Training of Schrödinger Bridge using Forward-Backward SDEs Theory
- Paper: 点击下载
- Code: https://github.com/ghliu/SB-FBSDE
39、The Role of Permutation Invariance in Linear Mode Connectivity of Neural Networks
40、HTLM: Hyper-Text Pre-Training and Prompting of Language Models
- Paper: 点击下载
- Code: https://commoncrawl.org/
41、Discovering Latent Concepts Learned in BERT
42、Learning Transferable Reward for Query Object Localization with Policy Adaptation
43、Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap
- Paper: 点击下载
- Code: https://github.com/zhangq327/ARC
44、Collapse by Conditioning: Training Class-conditional GANs with Limited Data
- Paper: 点击下载
- Code: https://github.com/mshahbazi72/transitional-cGAN
45、Graph-less Neural Networks: Teaching Old MLPs New Tricks Via Distillation
46、Robust Learning Meets Generative Models: Can Proxy Distributions Improve Adversarial Robustness?
- Paper: 点击下载
- Code: https://github.com/inspire-group/proxy-distributions
47、Illiterate DALL-E Learns to Compose
- Paper: 点击下载
- Code: https://sites.google.com/view/slate-autoencoder
48、Cross-Domain Imitation Learning via Optimal Transport
- Paper: 点击下载
- Code: https://arnaudfickinger.github.io/gwil/
49、Geometric Transformers for Protein Interface Contact Prediction
50、StyleNeRF: A Style-based 3D Aware Generator for High-resolution Image Synthesis
- Paper: 点击下载
- Code: https://github.com/facebookresearch/StyleNeRF
51、Adversarial Retriever-Ranker for Dense Text Retrieval
- Paper: 点击下载
- Code: https://github.com/microsoft/AR2
52、Equivariant Self-Supervised Learning: Encouraging Equivariance in Representations
- Paper: 点击下载
- Code: https://github.com/rdangovs/essl
53、Boosting the Certified Robustness of L-infinity Distance Nets
- Paper: 点击下载
- Code: https://github.com/zbh2047/L_inf-dist-net-v2
54、Prospect Pruning: Finding Trainable Weights at Initialization using Meta-Gradients
- Paper: 点击下载
- Code: https://github.com/mil-ad/prospr
55、Overcoming The Spectral Bias of Neural Value Approximation
- Paper: 点击下载
- Code: https://geyang.github.io/ffn
56、Towards Evaluating the Robustness of Neural Networks Learned by Transduction
57、A Zest of LIME: Towards Architecture-Independent Model Distances
58、Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization
- Paper: 点击下载
- Code: https://github.com/illidanlab/SplitMix
59、OBJECT DYNAMICS DISTILLATION FOR SCENE DECOMPOSITION AND REPRESENTATION
- Paper: 点击下载
- Code: https://github.com/tqace/ODDN
60、Relational Surrogate Loss Learning
- Paper: 点击下载
- Code: https://github.com/hunto/ReLoss
61、Knowledge Infused Decoding
- Paper: 点击下载
- Code: https://github.com/microsoft/KID
62、Continual Normalization: Rethinking Batch Normalization for Online Continual Learning
- Paper: 点击下载
- Code: https://github.com/phquang/Continual-Normalization
63、Towards Continual Knowledge Learning of Language Models
64、Convergent Graph Solvers
- Paper: 点击下载
- Code: https://github.com/Junyoungpark/CGS
65、Defending Against Image Corruptions Through Adversarial Augmentations
- Paper: 点击下载
- Code: http://gendershades.org
66、Attacking deep networks with surrogate-based adversarial black-box methods is easy
- Paper: 点击下载
- Code: www.five.ai
67、Auto-scaling Vision Transformers without Training
- Paper: 点击下载
- Code: https://github.com/VITA-Group/AsViT
68、Fine-grained Differentiable Physics: A Yarn-level Model for Fabrics
- Paper: 点击下载
- Code: https://github.com/realcrane/Fine-grained-Differentiable-Physics-A-Yarn-level-Model-for-Fabrics.git
69、Missingness Bias in Model Debugging
- Paper: 点击下载
- Code: https://github.com/madrylab/missingness
70、Conditional Object-Centric Learning from Video
- Paper: 点击下载
- Code: https://slot-attention-video.github.io/
71、Evaluating Model-Based Planning and Planner Amortization for Continuous Control
- Paper: 点击下载
- Code: https://sites.google.com/view/mbrl-amortization/home
72、Equivariant and Stable Positional Encoding for More Powerful Graph Neural Networks
- Paper: 点击下载
- Code: https://github.com/Graph-COM/PEG
73、Knowledge Removal in Sampling-based Bayesian Inference
- Paper: 点击下载
- Code: https://github.com/fshp971/mcmc-unlearning
74、Bag of Instances Aggregation Boosts Self-supervised Distillation
- Paper: 点击下载
- Code: https://github.com/haohang96/bingo
75、Regularized Autoencoders for Isometric Representation Learning
- Paper: 点击下载
- Code: https://github.com/Gabe-YHLee/IRVAE-public
76、On the Pitfalls of Analyzing Individual Neurons in Language Models
77、Fast Generic Interaction Detection for Model Interpretability and Compression
- Paper: 点击下载
- Code: https://github.com/zhangtj1996/ParaACE
78、Query Embedding on Hyper-Relational Knowledge Graphs
- Paper: 点击下载
- Code: https://www.iso.org/standard/76120.html
79、TAda! Temporally-Adaptive Convolutions for Video Understanding
- Paper: 点击下载
- Code: https://tadaconv-iclr2022.github.io/
80、Learning a subspace of policies for online adaptation in Reinforcement Learning
- Paper: 点击下载
- Code: https://github.com/facebookresearch/salina/tree/main/salina_examples/rl/subspace_of_policies
81、Attention-based Interpretability with Concept Transformers
- Paper: 点击下载
- Code: https://github.com/ibm/concept_transformer
82、Target-Side Input Augmentation for Sequence to Sequence Generation
- Paper: 点击下载
- Code: https://github.com/TARGET-SIDE-DATA-AUG/TSDASG
83、Gradient Matching for Domain Generalization
- Paper: 点击下载
- Code: https://github.com/YugeTen/fish
84、UniFormer: Unified Transformer for Efficient Spatial-Temporal Representation Learning
- Paper: 点击下载
- Code: https://github.com/Sense-X/UniFormer
85、Label-Efficient Semantic Segmentation with Diffusion Models
- Paper: 点击下载
- Code: https://github.com/yandex-research/ddpm-segmentation
86、Enhancing Cross-lingual Transfer by Manifold Mixup
- Paper: 点击下载
- Code: https://github.com/yhy1117/X-Mixup
87、Efficient Learning of Safe Driving Policy via Human-AI Copilot Optimization
- Paper: 点击下载
- Code: https://decisionforce.github.io/HACO/
88、Exploring extreme parameter compression for pre-trained language models
- Paper: 点击下载
- Code: https://github.com/twinkle0331/Xcompression
89、Generating Videos with Dynamics-aware Implicit Generative Adversarial Networks
- Paper: 点击下载
- Code: https://sihyun-yu.github.io/digan/
90、Offline Reinforcement Learning with Value-based Episodic Memory
- Paper: 点击下载
- Code: https://github.com/YiqinYang/VEM
91、MonoDistill: Learning Spatial Features for Monocular 3D Object Detection
- Paper: 点击下载
- Code: https://github.com/monster-ghost/MonoDistill
92、Open-vocabulary Object Detection via Vision and Language Knowledge Distillation
- Paper: 点击下载
- Code: https://github.com/tensorflow/tpu/tree/master/models/official/detection/projects/vild
93、Graph-Relational Domain Adaptation
- Paper: 点击下载
- Code: https://github.com/Wang-ML-Lab/GRDA
94、Revisit Kernel Pruning with Lottery Regulated Grouped Convolutions
95、AdaAug: Learning Class- and Instance-adaptive Data Augmentation Policies
- Paper: 点击下载
- Code: https://github.com/jamestszhim/adaptive_augment
96、PipeGCN: Efficient Full-Graph Training of Graph Convolutional Networks with Pipelined Feature Communication
- Paper: 点击下载
- Code: https://github.com/RICE-EIC/PipeGCN
97、Graph Neural Networks with Learnable Structural and Positional Representations
- Paper: 点击下载
- Code: https://github.com/vijaydwivedi75/gnn-lspe
98、Cross-Lingual Transfer with Class-Weighted Language-Invariant Representations
- Paper: 点击下载
- Code: https://github.com/rxian/domain-alignment
99、Graph Auto-Encoder via Neighborhood Wasserstein Reconstruction
- Paper: 点击下载
- Code: https://github.com/mtang724/NWR-GAE
100、ComPhy: Compositional Physical Reasoning of Objects and Events from Videos
- Paper: 点击下载
- Code: https://comphyreasoning.github.io
101、On Redundancy and Diversity in Cell-based Neural Architecture Search
102、No Parameters Left Behind: Sensitivity Guided Adaptive Learning Rate for Training Large Transformer Models
- Paper: 点击下载
- Code: https://github.com/cliang1453/SAGE
103、Generalizing Few-Shot NAS with Gradient Matching
- Paper: 点击下载
- Code: https://github.com/skhu101/GM-NAS
104、The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training
- Paper: 点击下载
- Code: https://github.com/VITA-Group/Random_Pruning
105、Learning Weakly-supervised Contrastive Representations
- Paper: 点击下载
- Code: https://github.com/Crazy-Jack/Cl-InfoNCE
106、Conditional Contrastive Learning with Kernel
- Paper: 点击下载
- Code: https://github.com/Crazy-Jack/CCLK-release
107、Granger causal inference on DAGs identifies genomic loci regulating transcription
- Paper: 点击下载
- Code: https://github.com/alexw16/gridnet
108、GDA-AM: ON THE EFFECTIVENESS OF SOLVING MIN-IMAX OPTIMIZATION VIA ANDERSON MIXING
- Paper: 点击下载
- Code: https://github.com/hehuannb/GDA-AM
109、Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations
- Paper: 点击下载
- Code: https://github.com/amzn/trans-encoder
110、An Agnostic Approach to Federated Learning with Class Imbalance
111、Optimizer Amalgamation
- Paper: 点击下载
- Code: http://github.com/VITA-Group/OptimizerAmalgamation
112、LoRA: Low-Rank Adaptation of Large Language Models
- Paper: 点击下载
- Code: https://github.com/microsoft/LoRA
113、Efficient Computation of Deep Nonlinear Infinite-Width Neural Networks that Learn Features
- Paper: 点击下载
- Code: github.com/santacml/pilim
114、Hindsight Foresight Relabeling for Meta-Reinforcement Learning
- Paper: 点击下载
- Code: https://www.github.com/michaelwan11/hfr
115、Unsupervised Learning of Full-Waveform Inversion: Connecting CNN and Partial Differential Equation in a Loop
- Paper: 点击下载
- Code: https://openfwi-lanl.github.io
116、Neural Methods for Logical Reasoning over Knowledge Graphs
- Paper: 点击下载
- Code: https://github.com/amayuelas/NNKGReasoning
117、Consistent Counterfactuals for Deep Models
- Paper: 点击下载
- Code: https://github.com/zifanw/consistency
118、Unified Visual Transformer Compression
- Paper: 点击下载
- Code: https://github.com/VITA-Group/UVC
119、One After Another: Learning Incremental Skills for a Changing World
- Paper: 点击下载
- Code: https://notmahi.github.io/disk
120、Mention Memory: incorporating textual knowledge into Transformers through entity mention attention
121、FILM: Following Instructions in Language with Modular Methods
122、CrowdPlay: Crowdsourcing Human Demonstrations for Offline Learning
- Paper: 点击下载
- Code: https://mgerstgrasser.github.io/crowdplay/
123、Model Agnostic Interpretability for Multiple Instance Learning
- Paper: 点击下载
- Code: https://github.com/JAEarly/MILLI
124、Federated Learning from Only Unlabeled Data with Class-conditional-sharing Clients
- Paper: 点击下载
- Code: https://github.com/lunanbit/FedUL
125、Object Pursuit: Building a Space of Objects via Discriminative Weight Generation
- Paper: 点击下载
- Code: https://github.com/pptrick/Object-Pursuit
126、Fast Model Editing at Scale
- Paper: 点击下载
- Code: https://sites.google.com/view/mend-editing
127、An Autoregressive Flow Model for 3D Molecular Geometry Generation from Scratch
- Paper: 点击下载
- Code: https://github.com/divelab/DIG
128、Pre-training Molecular Graph Representation with 3D Geometry
- Paper: 点击下载
- Code: https://github.com/chao1224/GraphMVP
129、Taming Sparsely Activated Transformer with Stochastic Experts
130、DiffSkill: Skill Abstraction from Differentiable Physics for Deformable Object Manipulations with Tools
- Paper: 点击下载
- Code: https://xingyu-lin.github.io/diffskill/
131、An Explanation of In-context Learning as Implicit Bayesian Inference
- Paper: 点击下载
- Code: https://github.com/p-lambda/incontext-learning
132、Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System
- Paper: 点击下载
- Code: https://github.com/NeurAI-Lab/CLS-ER
133、Differentiable Scaffolding Tree for Molecule Optimization
- Paper: 点击下载
- Code: https://github.com/futianfan/DST
134、Fast topological clustering with Wasserstein distance
- Paper: 点击下载
- Code: https://github.com/topolearn
135、Label Leakage and Protection in Two-party Split Learning
- Paper: 点击下载
- Code: https://github.com/OscarcarLi/label-protection
136、Autonomous Reinforcement Learning: Formalism and Benchmarking
- Paper: 点击下载
- Code: [mailto:[email protected], [email protected]](mailto:[email protected], [email protected])
137、Bridging Recommendation and Marketing via Recurrent Intensity Modeling
138、Controlling the Complexity and Lipschitz Constant improves Polynomial Nets
139、BDDM: Bilateral Denoising Diffusion Models for Fast and High-Quality Speech Synthesis
- Paper: 点击下载
- Code: https://github.com/tencent-ailab/bddm
140、Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Prediction
- Paper: 点击下载
- Code: https://github.com/facebookresearch/av_hubert
141、CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting
- Paper: 点击下载
- Code: https://github.com/salesforce/CoST
142、Plant 'n' Seek: Can You Find the Winning Ticket?
- Paper: 点击下载
- Code: www.github.com/RelationalML/PlantNSeek
143、FastSHAP: Real-Time Shapley Value Estimation
- Paper: 点击下载
- Code: https://git.io/JCqFV
144、Efficient Sharpness-aware Minimization for Improved Training of Neural Networks
- Paper: 点击下载
- Code: https://github.com/dydjw9/Efficient_SAM
145、Effective Model Sparsification by Scheduled Grow-and-Prune Methods
- Paper: 点击下载
- Code: https://github.com/boone891214/GaP
146、Distributionally Robust Models with Parametric Likelihood Ratios
- Paper: 点击下载
- Code: https://github.com/pmichel31415/P-DRO
147、Training Structured Neural Networks Through Manifold Identification and Variance Reduction
- Paper: 点击下载
- Code: https://www.github.com/zihsyuan1214/rmda
148、Gradient Information Matters in Policy Optimization by Back-propagating through Model
- Paper: 点击下载
- Code: https://github.com/CCreal/ddppo
149、Subspace Regularizers for Few-Shot Class Incremental Learning
- Paper: 点击下载
- Code: https://github.com/feyzaakyurek/subspace-reg
150、Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting
151、TAPEX: Table Pre-training via Learning a Neural SQL Executor
- Paper: 点击下载
- Code: https://github.com/microsoft/Table-Pretraining
152、Lipschitz-constrained Unsupervised Skill Discovery
- Paper: 点击下载
- Code: https://shpark.me/projects/lsd/
153、cosFormer: Rethinking Softmax In Attention
- Paper: 点击下载
- Code: https://github.com/OpenNLPLab/cosFormer
154、The Boltzmann Policy Distribution: Accounting for Systematic Suboptimality in Human Models
155、Learning Value Functions from Undirected State-only Experience
156、WeakM3D: Towards Weakly Supervised Monocular 3D Object Detection
- Paper: 点击下载
- Code: https://github.com/SPengLiang/WeakM3D
157、GradSign: Model Performance Inference with Theoretical Insights
- Paper: 点击下载
- Code: https://github.com/JackFram/GradSign
158、Cold Brew: Distilling Graph Node Representations with Incomplete or Missing Neighborhoods
159、Energy-Based Learning for Cooperative Games, with Applications to Valuation Problems in Machine Learning
- Paper: 点击下载
- Code: https://valuationgame.github.io
160、Differentiable Gradient Sampling for Learning Implicit 3D Scene Reconstructions from a Single Image
- Paper: 点击下载
- Code: https://github.com/zhusz/ICLR22-DGS
161、On Robust Prefix-Tuning for Text Classification
- Paper: 点击下载
- Code: https://github.com/minicheshire/Robust-Prefix-Tuning
162、Certified Robustness for Deep Equilibrium Models via Interval Bound Propagation
- Paper: 点击下载
- Code: https://github.com/cwein3/ibp-mondeq-code
163、Crystal Diffusion Variational Autoencoder for Periodic Material Generation
- Paper: 点击下载
- Code: https://github.com/txie-93/cdvae
164、MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer
- Paper: 点击下载
- Code: https://github.com/apple/ml-cvnets
165、Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction
166、Spherical Message Passing for 3D Molecular Graphs
- Paper: 点击下载
- Code: https://github.com/divelab/DIG
167、On the Learning and Learnability of Quasimetrics
- Paper: 点击下载
- Code: https://ssnl.github.io/quasimetric
168、A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement Learning
- Paper: 点击下载
- Code: https://github.com/CR-Gjx/RIA
169、Trust Region Policy Optimisation in Multi-Agent Reinforcement Learning
- Paper: 点击下载
- Code: https://github.com/PKU-MARL/TRPO-PPO-in-MARL
170、Latent Image Animator: Learning to Animate Images via Latent Space Navigation
- Paper: 点击下载
- Code: https://wyhsirius.github.io/LIA-project/
171、Know Thyself: Transferable Visual Control Policies Through Robot-Awareness
- Paper: 点击下载
- Code: https://www.seas.upenn.edu/~hued/rac
172、Bayesian Modeling and Uncertainty Quantification for Learning to Optimize: What, Why, and How
- Paper: 点击下载
- Code: https://github.com/Shen-Lab/Bayesian-L2O
173、Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity
- Paper: 点击下载
- Code: https://github.com/VITA-Group/FreeTickets
174、Unsupervised Disentanglement with Tensor Product Representations on the Torus
175、VOS: Learning What You Don't Know by Virtual Outlier Synthesis
- Paper: 点击下载
- Code: https://github.com/deeplearning-wisc/vos
176、PoNet: Pooling Network for Efficient Token Mixing in Long Sequences
- Paper: 点击下载
- Code: https://github.com/lxchtan/PoNet
177、Huber Additive Models for Non-stationary Time Series Analysis
- Paper: 点击下载
- Code: https://github.com/xianruizhong/SpHAM
178、Post-Training Detection of Backdoor Attacks for Two-Class and Multi-Attack Scenarios
- Paper: 点击下载
- Code: https://github.com/zhenxianglance/2ClassBADetection
179、Dynamic Token Normalization improves Vision Transformers
- Paper: 点击下载
- Code: https://github.com/wqshao126/DTN
180、Symbolic Learning to Optimize: Towards Interpretability and Scalability
181、Multi-Task Processes
182、Environment Predictive Coding for Visual Navigation
- Paper: 点击下载
- Code: https://vision.cs.utexas.edu/projects/epc/
183、Sparsity Winning Twice: Better Robust Generalization from More Efficient Training
184、Pseudo Numerical Methods for Diffusion Models on Manifolds
- Paper: 点击下载
- Code: https://github.com/luping-liu/PNDM
185、Deep AutoAugment
- Paper: 点击下载
- Code: https://github.com/MSU-MLSys-Lab/DeepAA
186、Robust Unlearnable Examples: Protecting Data Privacy Against Adversarial Learning
187、Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm
- Paper: 点击下载
- Code: https://github.com/Sense-GVT/DeCLIP
188、Self-ensemble Adversarial Training for Improved Robustness
189、Anti-Oversmoothing in Deep Vision Transformers via the Fourier Domain Analysis: From Theory to Practice
- Paper: 点击下载
- Code: https://github.com/VITA-Group/ViT-Anti-Oversmoothing
190、RvS: What is Essential for Offline RL via Supervised Learning?
- Paper: 点击下载
- Code: https://github.com/scottemmons/rvs
191、A Conditional Point Diffusion-Refinement Paradigm for 3D Point Cloud Completion
192、Cross-Trajectory Representation Learning for Zero-Shot Generalization in RL
- Paper: 点击下载
- Code: https://github.com/bmazoure/ctrl_public
193、Learning Versatile Neural Architectures by Propagating Network Codes
- Paper: 点击下载
- Code: https://github.com/dingmyu/NCP
194、Do deep networks transfer invariances across classes?
195、Task-Induced Representation Learning
- Paper: 点击下载
- Code: https://clvrai.com/tarp
196、Generative Models as a Data Source for Multiview Representation Learning
- Paper: 点击下载
- Code: https://ali-design.github.io/GenRep/
197、GiraffeDet: A Heavy-Neck Paradigm for Object Detection
- Paper: 点击下载
- Code: https://github.com/jyqi/GiraffeDet
198、Auto-Transfer: Learning to Route Transferable Representations
- Paper: 点击下载
- Code: https://github.com/IBM/auto-transfer
199、Focus on the Common Good: Group Distributional Robustness Follows
- Paper: 点击下载
- Code: https://github.com/vihari/cgd
200、Acceleration of Federated Learning with Alleviated Forgetting in Local Training
- Paper: 点击下载
- Code: https://github.com/Zoesgithub/FedReg
201、Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification
- Paper: 点击下载
- Code: https://github.com/Wensi-Tang/OS-CNN
202、New Insights on Reducing Abrupt Representation Change in Online Continual Learning
- Paper: 点击下载
- Code: www.github.com/pclucas14/AML
203、Discovering Invariant Rationales for Graph Neural Networks
- Paper: 点击下载
- Code: https://github.com/Wuyxin/DIR-GNN
204、Associated Learning: an Alternative to End-to-End Backpropagation that Works on CNN, RNN, and Transformer
- Paper: 点击下载
- Code: https://github.com/Hibb-bb/AL
205、Rethinking Network Design and Local Geometry in Point Cloud: A Simple Residual MLP Framework
- Paper: 点击下载
- Code: https://github.com/ma-xu/pointMLP-pytorch
206、FP-DETR: Detection Transformer Advanced by Fully Pre-training
- Paper: 点击下载
- Code: https://github.com/encounter1997/FP-DETR
207、Efficient and Differentiable Conformal Prediction with General Function Classes
- Paper: 点击下载
- Code: https://github.com/allenbai01/cp-gen
208、Safe Neurosymbolic Learning with Differentiable Symbolic Execution
209、Ada-NETS: Face Clustering via Adaptive Neighbour Discovery in the Structure Space
- Paper: 点击下载
- Code: https://github.com/damo-cv/Ada-NETS
210、MetaShift: A Dataset of Datasets for Evaluating Contextual Distribution Shifts and Training Conflicts
- Paper: 点击下载
- Code: https://metashift.readthedocs.io/
211、Do We Need Anisotropic Graph Neural Networks?
- Paper: 点击下载
- Code: https://github.com/shyam196/egc
212、Language-driven Semantic Segmentation
- Paper: 点击下载
- Code: https://github.com/isl-org/lang-seg
213、Learning Super-Features for Image Retrieval
- Paper: 点击下载
- Code: https://github.com/naver/FIRe
214、Backdoor Defense via Decoupling the Training Process
- Paper: 点击下载
- Code: https://github.com/SCLBD/DBD
215、Learning to Complete Code with Sketches
- Paper: 点击下载
- Code: https://www.tabnine.com/
216、Accelerated Policy Learning with Parallel Differentiable Simulation
- Paper: 点击下载
- Code: https://short-horizon-actor-critic.github.io/
217、Image BERT Pre-training with Online Tokenizer
- Paper: 点击下载
- Code: https://github.com/bytedance/ibot
218、Hindsight is 20/20: Leveraging Past Traversals to Aid 3D Perception
- Paper: 点击下载
- Code: https://github.com/YurongYou/Hindsight
219、Reverse Engineering of Imperceptible Adversarial Image Perturbations
- Paper: 点击下载
- Code: https://github.com/Yifanfanfanfan/Reverse-Engineering-of-Imperceptible-Adversarial-Image-Perturbations
220、Signing the Supermask: Keep, Hide, Invert
- Paper: 点击下载
- Code: https://github.com/kosnil/signed_supermasks
221、DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETR
- Paper: 点击下载
- Code: https://github.com/IDEA-opensource/DAB-DETR
222、Sparse DETR: Efficient End-to-End Object Detection with Learnable Sparsity
- Paper: 点击下载
- Code: https://github.com/kakaobrain/sparse-detr
223、Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference
- Paper: 点击下载
- Code: https://github.com/naver-ai/i-Blurry
224、Learning with Noisy Labels Revisited: A Study Using Real-World Human Annotations
- Paper: 点击下载
- Code: http://noisylabels.com
225、AS-MLP: An Axial Shifted MLP Architecture for Vision
- Paper: 点击下载
- Code: https://github.com/svip-lab/AS-MLP
226、Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation
227、Learning Temporally Causal Latent Processes from General Temporal Data
- Paper: 点击下载
- Code: https://github.com/weirayao/leap
228、QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization
- Paper: 点击下载
- Code: https://github.com/wimh966/QDrop
229、Uncertainty Modeling for Out-of-Distribution Generalization
- Paper: 点击下载
- Code: https://github.com/lixiaotong97/DSU
230、Surrogate Gap Minimization Improves Sharpness-Aware Training
- Paper: 点击下载
- Code: https://sites.google.com/view/gsam-iclr22/home
231、Anytime Dense Prediction with Confidence Adaptivity
- Paper: 点击下载
- Code: https://github.com/liuzhuang13/anytime
232、FedPara: Low-rank Hadamard Product for Communication-Efficient Federated Learning
- Paper: 点击下载
- Code: https://github.com/South-hw/FedPara_ICLR22
233、RegionViT: Regional-to-Local Attention for Vision Transformers
- Paper: 点击下载
- Code: https://github.com/IBM/RegionViT
234、R4D: Utilizing Reference Objects for Long-Range Distance Estimation
- Paper: 点击下载
- Code: https://waymo.com/open/download/
235、Quadtree Attention for Vision Transformers
- Paper: 点击下载
- Code: https://github.com/Tangshitao/QuadtreeAttention
236、Deep Attentive Variational Inference
- Paper: 点击下载
- Code: https://github.com/ifiaposto/Deep_Attentive_VI
237、ARTEMIS: Attention-based Retrieval with Text-Explicit Matching and Implicit Similarity
- Paper: 点击下载
- Code: https://github.com/naver/artemis
238、Unsupervised Discovery of Object Radiance Fields
- Paper: 点击下载
- Code: https://kovenyu.com/uORF/
239、Towards Better Understanding and Better Generalization of Low-shot Classification in Histology Images with Contrastive Learning
240、Handling Distribution Shifts on Graphs: An Invariance Perspective
- Paper: 点击下载
- Code: https://github.com/qitianwu/GraphOOD-EERM
241、Generalized Demographic Parity for Group Fairness
- Paper: 点击下载
- Code: https://github.com/zhimengj0326/GDP
242、Distilling GANs with Style-Mixed Triplets for X2I Translation with Limited Data
- Paper: 点击下载
- Code: https://github.com/yaxingwang/KDIT
243、OntoProtein: Protein Pretraining With Gene Ontology Embedding
- Paper: 点击下载
- Code: https://github.com/zjunlp/OntoProtein
244、Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners
- Paper: 点击下载
- Code: https://github.com/zjunlp/DART
245、Fast Differentiable Matrix Square Root
246、Retriever: Learning Content-Style Representation as a Token-Level Bipartite Graph
- Paper: 点击下载
- Code: https://ydcustc.github.io/retriever-demo/
247、CrossFormer: A Versatile Vision Transformer Hinging on Cross-scale Attention
- Paper: 点击下载
- Code: https://github.com/cheerss/CrossFormer
248、Hot-Refresh Model Upgrades with Regression-Free Compatible Training in Image Retrieval
- Paper: 点击下载
- Code: https://github.com/binjiezhang/RACT_ICLR2022
249、Chemical-Reaction-Aware Molecule Representation Learning
- Paper: 点击下载
- Code: https://github.com/hwwang55/MolR
250、Entroformer: A Transformer-based Entropy Model for Learned Image Compression
- Paper: 点击下载
- Code: https://github.com/damo-cv/entroformer
251、Dual Lottery Ticket Hypothesis
- Paper: 点击下载
- Code: https://github.com/yueb17/DLTH
252、Skill-based Meta-Reinforcement Learning
- Paper: 点击下载
- Code: https://namsan96.github.io/SiMPL
253、InfinityGAN: Towards Infinite-Pixel Image Synthesis
- Paper: 点击下载
- Code: https://hubert0527.github.io/infinityGAN/
254、NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy
- Paper: 点击下载
- Code: https://github.com/automl/naslib
255、CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation
- Paper: 点击下载
- Code: https://github.com/CDTrans/CDTrans
256、Fixed Neural Network Steganography: Train the images, not the network
- Paper: 点击下载
- Code: https://github.com/varshakishore/FNNS
257、Beyond ImageNet Attack: Towards Crafting Adversarial Examples for Black-box Domains
258、Learning to Schedule Learning rate with Graph Neural Networks
- Paper: 点击下载
- Code: https://github.com/xyh97/GNS
259、Measuring the Interpretability of Unsupervised Representations via Quantized Reversed Probing
- Paper: 点击下载
- Code: https://github.com/iro-cp/ssl-qrp
260、Transformers Can Do Bayesian Inference
261、MAML is a Noisy Contrastive Learner in Classification
262、ViDT: An Efficient and Effective Fully Transformer-based Object Detector
- Paper: 点击下载
- Code: https://github.com/naver-ai/vidt
263、Representation-Agnostic Shape Fields
- Paper: 点击下载
- Code: https://github.com/seanywang0408/RASF
264、Learning Features with Parameter-Free Layers
- Paper: 点击下载
- Code: https://github.com/naver-ai/PfLayer
265、Incremental False Negative Detection for Contrastive Learning
- Paper: 点击下载
- Code: https://github.com/tsaishien-chen/IFND
266、GradMax: Growing Neural Networks using Gradient Information
- Paper: 点击下载
- Code: https://github.com/google-research/growneuron
267、Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View
- Paper: 点击下载
- Code: https://github.com/xrenaa/DisCo
1、Dynamics-Aware Comparison of Learned Reward Functions
- Paper: 点击下载
- Code: https://sites.google.com/view/dard-paper
2、RotoGrad: Gradient Homogenization in Multitask Learning
- Paper: 点击下载
- Code: [mailto:[email protected]?subject=[RotoGrad] Add subject here](mailto:[email protected]?subject=[RotoGrad] Add subject here)
3、On Improving Adversarial Transferability of Vision Transformers
- Paper: 点击下载
- Code: https://t.ly/hBbW
4、On the Connection between Local Attention and Dynamic Depth-wise Convolution
- Paper: 点击下载
- Code: https://github.com/Atten4Vis/DemystifyLocalViT
5、GreaseLM: Graph REASoning Enhanced Language Models
- Paper: 点击下载
- Code: https://github.com/snap-stanford/GreaseLM
6、Adversarial Support Alignment
- Paper: 点击下载
- Code: https://github.com/timgaripov/asa
7、Learning meta-features for AutoML
- Paper: 点击下载
- Code: https://github.com/luxusg1/metabu
8、MT3: Multi-Task Multitrack Music Transcription
- Paper: 点击下载
- Code: https://storage.googleapis.com/mt3/index.html
9、SphereFace2: Binary Classification is All You Need for Deep Face Recognition
- Paper: 点击下载
- Code: https://opensphere.world/
10、Boosting Randomized Smoothing with Variance Reduced Classifiers
- Paper: 点击下载
- Code: https://github.com/eth-sri/smoothing-ensembles
11、Linking Emergent and Natural Languages via Corpus Transfer
- Paper: 点击下载
- Code: https://github.com/ysymyth/ec-nl
12、Fairness in Representation for Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling
- Paper: 点击下载
- Code: https://facctconference.org
13、Multi-Stage Episodic Control for Strategic Exploration in Text Games
- Paper: 点击下载
- Code: https://github.com/princeton-nlp/XTX
14、Independent SE(3)-Equivariant Models for End-to-End Rigid Protein Docking
- Paper: 点击下载
- Code: https://github.com/octavian-ganea/equidock_public
15、Towards a Unified View of Parameter-Efficient Transfer Learning
16、GNN-LM: Language Modeling based on Global Contexts via GNN
- Paper: 点击下载
- Code: https://github.com/ShannonAI/GNN-LM
17、AdaRL: What, Where, and How to Adapt in Transfer Reinforcement Learning
- Paper: 点击下载
- Code: https://github.com/Adaptive-RL/AdaRL-code
18、Improved deterministic l2 robustness on CIFAR-10 and CIFAR-100
- Paper: 点击下载
- Code: https://github.com/singlasahil14/SOC
19、Looking Back on Learned Experiences For Class/task Incremental Learning
20、Contrastive Fine-grained Class Clustering via Generative Adversarial Networks
- Paper: 点击下载
- Code: https://github.com/naver-ai/c3-gan
21、Learning Multimodal VAEs through Mutual Supervision
- Paper: 点击下载
- Code: https://github.com/thwjoy/meme
22、Learning Vision-Guided Quadrupedal Locomotion End-to-End with Cross-Modal Transformers
- Paper: 点击下载
- Code: https://rchalyang.github.io/LocoTransformer/
23、ViTGAN: Training GANs with Vision Transformers
- Paper: 点击下载
- Code: https://github.com/mlpc-ucsd/ViTGAN
24、Revisiting Design Choices in Offline Model Based Reinforcement Learning
- Paper: 点击下载
- Code: mailto:[email protected],[email protected]
25、On the Importance of Firth Bias Reduction in Few-Shot Classification
- Paper: 点击下载
- Code: https://github.com/ehsansaleh/firth_bias_reduction
26、Controlling Directions Orthogonal to a Classifier
- Paper: 点击下载
- Code: https://github.com/Newbeeer/orthogonal_classifier
27、Score-Based Generative Modeling with Critically-Damped Langevin Diffusion
- Paper: 点击下载
- Code: https://nv-tlabs.github.io/CLD-SGM
28、Responsible Disclosure of Generative Models Using Scalable Fingerprinting
29、Possibility Before Utility: Learning And Using Hierarchical Affordances
- Paper: 点击下载
- Code: https://github.com/robbycostales/hal
30、How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective
- Paper: 点击下载
- Code: https://github.com/damon-demon/Black-Box-Defense
31、Contact Points Discovery for Soft-Body Manipulations with Differentiable Physics
- Paper: 点击下载
- Code: http://cpdeform.csail.mit.edu
32、RelaxLoss: Defending Membership Inference Attacks without Losing Utility
- Paper: 点击下载
- Code: https://github.com/DingfanChen/RelaxLoss
33、Iterative Refinement Graph Neural Network for Antibody Sequence-Structure Co-design
- Paper: 点击下载
- Code: https://github.com/wengong-jin/RefineGNN
34、Learning Pruning-Friendly Networks via Frank-Wolfe: One-Shot, Any-Sparsity, And No Retraining
35、Compositional Training for End-to-End Deep AUC Maximization
- Paper: 点击下载
- Code: www.libauc.org
36、DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting
- Paper: 点击下载
- Code: https://github.com/weifantt/DEPTS
37、Context-Aware Sparse Deep Coordination Graphs
- Paper: 点击下载
- Code: https://github.com/TonghanWang/CASEC-MACO-benchmark
38、Omni-Dimensional Dynamic Convolution
- Paper: 点击下载
- Code: https://github.com/OSVAI/ODConv
39、Finding Biological Plausibility for Adversarially Robust Features via Metameric Tasks
40、EViT: Expediting Vision Transformers via Token Reorganizations
- Paper: 点击下载
- Code: https://github.com/youweiliang/evit
41、Multitask Prompted Training Enables Zero-Shot Task Generalization
- Paper: 点击下载
- Code: https://github.com/bigscience-workshop/t-zero
42、When Vision Transformers Outperform ResNets without Pre-training or Strong Data Augmentations
43、A General Analysis of Example-Selection for Stochastic Gradient Descent
- Paper: 点击下载
- Code: https://github.com/EugeneLYC/qmc-ordering
44、Generative Planning for Temporally Coordinated Exploration in Reinforcement Learning
- Paper: 点击下载
- Code: https://github.com/Haichao-Zhang/generative_planning
45、Tackling the Generative Learning Trilemma with Denoising Diffusion GANs
- Paper: 点击下载
- Code: https://nvlabs.github.io/denoising-diffusion-gan
46、Imbedding Deep Neural Networks
- Paper: 点击下载
- Code: https://github.com/andrw3000/inimnet
47、Emergent Communication at Scale
- Paper: 点击下载
- Code: github.com/deepmind/emergent_communication_at_scale
48、Label Encoding for Regression Networks
- Paper: 点击下载
- Code: https://github.com/ubc-aamodt-group/BEL_regression
49、Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks
- Paper: 点击下载
- Code: https://www.daml.in.tum.de/finite-element-networks/
1、Neural Structured Prediction for Inductive Node Classification
- Paper: 点击下载
- Code: https://github.com/DeepGraphLearning/SPN
2、Natural Language Descriptions of Deep Visual Features
- Paper: 点击下载
- Code: http://milan.csail.mit.edu/
3、Data-Efficient Graph Grammar Learning for Molecular Generation
- Paper: 点击下载
- Code: https://github.com/gmh14/data_efficient_grammar
4、Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path
- Paper: 点击下载
- Code: https://colab.research.google.com/github/neuralcollapse/neuralcollapse/blob/main/neuralcollapse.ipynb
5、Weighted Training for Cross-Task Learning
- Paper: 点击下载
- Code: http://cogcomp.org/page/publication_view/963
6、MIDI-DDSP: Detailed Control of Musical Performance via Hierarchical Modeling
- Paper: 点击下载
- Code: https://github.com/magenta/midi-ddsp
7、Extending the WILDS Benchmark for Unsupervised Adaptation
- Paper: 点击下载
- Code: https://wilds.stanford.edu
8、Unsupervised Vision-Language Grammar Induction with Shared Structure Modeling
- Paper: 点击下载
- Code: https://github.com/bobwan1995/cliora.git
9、Pyraformer: Low-Complexity Pyramidal Attention for Long-Range Time Series Modeling and Forecasting
- Paper: 点击下载
- Code: https://github.com/alipay/Pyraformer
10、PiCO: Contrastive Label Disambiguation for Partial Label Learning
- Paper: 点击下载
- Code: https://github.com/hbzju/PiCO
11、BEiT: BERT Pre-Training of Image Transformers
- Paper: 点击下载
- Code: https://github.com/microsoft/unilm
12、Efficiently Modeling Long Sequences with Structured State Spaces
- Paper: 点击下载
- Code: https://github.com/HazyResearch/state-spaces
13、GeoDiff: A Geometric Diffusion Model for Molecular Conformation Generation
- Paper: 点击下载
- Code: https://github.com/MinkaiXu/GeoDiff
14、Large Language Models Can Be Strong Differentially Private Learners
- Paper: 点击下载
- Code: https://github.com/lxuechen/private-transformers
15、Open-Set Recognition: A Good Closed-Set Classifier is All You Need
16、A Fine-Grained Analysis on Distribution Shift
- Paper: 点击下载
- Code: github.com/deepmind/distribution_shift_framework
17、Representational Continuity for Unsupervised Continual Learning
- Paper: 点击下载
- Code: https://github.com/divyam3897/UCL
18、F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization
- Paper: 点击下载
- Code: https://github.com/snap-research/F8Net
19、DISCOVERING AND EXPLAINING THE REPRESENTATION BOTTLENECK OF DNNS
- Paper: 点击下载
- Code: https://github.com/Nebularaid2000/bottleneck
20、Vision-Based Manipulators Need to Also See from Their Hands
- Paper: 点击下载
- Code: https://sites.google.com/view/seeing-from-hands
21、Transform2Act: Learning a Transform-and-Control Policy for Efficient Agent Design
- Paper: 点击下载
- Code: https://sites.google.com/view/transform2act
22、Sparse Communication via Mixed Distributions
- Paper: 点击下载
- Code: https://github.com/deep-spin/sparse-communication
23、Real-Time Neural Voice Camouflage
- Paper: 点击下载
- Code: http://voicecamo.cs.columbia.edu
24、RISP: Rendering-Invariant State Predictor with Differentiable Simulation and Rendering for Cross-Domain Parameter Estimation
- Paper: 点击下载
- Code: http://risp.csail.mit.edu
25、CycleMLP: A MLP-like Architecture for Dense Prediction
- Paper: 点击下载
- Code: https://github.com/ShoufaChen/CycleMLP
26、Language modeling via stochastic processes