Pith Number

pith:FWYWKGA2

pith:2024:FWYWKGA2MUX7W5E7CMJT3R35DP

not attested not anchored not stored refs pending

CoPS: Empowering LLM Agents with Provable Cross-Task Experience Sharing

Chen Yang, Chenyang Zhao, Dongruo Zhou, Quanquan Gu

arxiv:2410.16670 v1 · 2024-10-22 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FWYWKGA2MUX7W5E7CMJT3R35DP}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

3 papers in Pith

Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

Evolving-RL: End-to-End Optimization of Experience-Driven Self-Evolving Capability within Agents

Receipt and verification

First computed	2026-07-05T09:24:04.947302Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2db165181a652ffb749f13133dc77d1bcf06562829bf21c0e993dc3cc5df3412

Aliases

arxiv: 2410.16670 · arxiv_version: 2410.16670v1 · doi: 10.48550/arxiv.2410.16670 · pith_short_12: FWYWKGA2MUX7 · pith_short_16: FWYWKGA2MUX7W5E7 · pith_short_8: FWYWKGA2

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/FWYWKGA2MUX7W5E7CMJT3R35DP \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 2db165181a652ffb749f13133dc77d1bcf06562829bf21c0e993dc3cc5df3412

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af2af440989b60af5d66c3929eecc130ed8eb7e790b7a36d0764db6d0a298c0a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-22T03:59:53Z",
    "title_canon_sha256": "ba27362ea91b63d2089ec7430c747e2e3c0e8b7ed6bfc54227bbab457893f7a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16670",
    "kind": "arxiv",
    "version": 1
  }
}