Pith Number

pith:PTNQXGGL

pith:2024:PTNQXGGL43Y6PFPS3UZ3LO6HT7

not attested not anchored not stored refs pending

Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization

Guiyang Hou, Hai Wu, Ke Tang, Mengna Wang, Peng Li, Weiming Lu, Wenqi Zhang, Yongliang Shen, Yueting Zhuang, Zeqi Tan

arxiv:2402.17574 v3 · 2024-02-27 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PTNQXGGL43Y6PFPS3UZ3LO6HT7}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

8 papers in Pith

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

Agent System Operations: Categorization, Challenges, and Future Directions

Reflection of Episodes: Learning to Play Game from Expert and Self Experiences

PragLocker: Protecting Agent Intellectual Property in Untrusted Deployments via Non-Portable Prompts

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Receipt and verification

First computed	2026-07-05T08:28:39.052915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cdb0b98cbe6f1e795f2dd33b5bbc79ff67ce63ed8b4f9972b341aee061acaf5

Aliases

arxiv: 2402.17574 · arxiv_version: 2402.17574v3 · doi: 10.48550/arxiv.2402.17574 · pith_short_12: PTNQXGGL43Y6 · pith_short_16: PTNQXGGL43Y6PFPS · pith_short_8: PTNQXGGL

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/PTNQXGGL43Y6PFPS3UZ3LO6HT7 \
  | 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: 7cdb0b98cbe6f1e795f2dd33b5bbc79ff67ce63ed8b4f9972b341aee061acaf5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e33f656603aad176cdfb5d26506b101226b9c2a984a79ac945f94a94c63b2d2",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-27T15:09:20Z",
    "title_canon_sha256": "ce7c26f137d63a08af78b5df62fbc7bbeda5b657c3ebcf3b12f60075f4212b32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.17574",
    "kind": "arxiv",
    "version": 3
  }
}