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aartikamat/README.md

Arati Uday Kamat

Independent Researcher — financial-systems risk and controls: auditing financial data and automated financial decisions.

Previously about 16 years at IDBI Bank, India (2006–2022), Assistant Manager to Assistant General Manager (AGM from 2018).

ORCID 0009-0000-4781-312X · Website aartikamat.github.io (full list of papers, datasets and software with copy-ready citations)

Research

I build measurement infrastructure for what happens after algorithmic decisions. Core contributions: the RED-2400 public benchmark of algorithmically rejected trading events; the PRFS (Post-Rejection Follow-up Sampling) methodology, a design for following up the tokens an algorithmic filter rejects (the archived example data come from a simpler production tracker); and open datasets on Solana pump.fun token launches.

Papers (preprints)

  • RED-2400: A Public Benchmark of Algorithmically-Rejected Trading Events with Outcome Labels — arXiv 2605.12151
  • Post-Rejection Follow-up Sampling: Measuring Outcomes of Rejected Decisions in Algorithmic DEX Trading — arXiv 2606.08228
  • Hour-Aware Adaptive Risk Management for Autonomous Memecoin Trading on Solana DEXs: Evidence, Theory, and Design Lessons from a 15-Day Deployment — arXiv 2606.08232
  • Outcome-Classified Precision Auditing of Filter Rules in Algorithmic DEX Trading: Evidence from 2,400 Rejection Events — arXiv 2607.02830
  • Auditing Collector-Generated Graduation Labels on Pump.fun: Measurement Error and Temporal Non-Generalization — arXiv 2607.02823
  • Do Two On-Chain Observation Pipelines See the Same Tokens? Cross-Pipeline Coverage on the Solana pump.fun Launchpad — arXiv 2609.18975

Open datasets (CC-BY-4.0)

Software and replication

Peer review

Completed manuscript reviews, including invited reviews for IEEE Access and the Journal of Trial and Error; reviews verified on Web of Science. Full record on the website.

Identifiers

Contact

arati.kamat@ieee.org (academic correspondence)

Popular repositories Loading

  1. post-rejection-sampling post-rejection-sampling Public

    Reference implementation of Post-Rejection Follow-up Sampling (PRFS), an observational measurement methodology for algorithmic DEX trading

    Python 1

  2. red-2400-reader red-2400-reader Public

    Python reader for RED-2400, the public benchmark of 6,660 algorithmically rejected trading events (Kamat 2026; Zenodo concept DOI 10.5281/zenodo.19989074). Legacy reader for the May 2026 JSON-lines…

    Python

  3. red2400-replication-toolkit red2400-replication-toolkit Public

    Python toolkit for reproducible filter-precision auditing of the RED-2400 public benchmark

    Python

  4. aartikamat aartikamat Public

  5. EIPs EIPs Public

    Forked from ethereum/EIPs

    The Ethereum Improvement Proposal repository

    Go

  6. ERCs ERCs Public

    Forked from ethereum/ERCs

    The Ethereum Request for Comment repository

    Solidity