Pith Number

pith:WJFUAE6B

pith:2025:WJFUAE6BJU3BEVAVFZHKE5N5YB

not attested not anchored not stored refs pending

Get Experience from Practice: LLM Agents with Record & Replay

Cheng Zhang, Dong Du, Erhu Feng, Haibo Chen, Le Chen, Wenbo Zhou, Yisheng Zhao, Yubin Xia, Yunpeng Dong, Zhichao Hua, Zibin Liu

arxiv:2505.17716 v1 · 2025-05-23 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WJFUAE6BJU3BEVAVFZHKE5N5YB}

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

5 papers in Pith

PreAct: Computer-Using Agents that Get Faster on Repeated Tasks

Trust Region On-Policy Distillation

HippoSpark: An On-Demand Experience System for LLM Reasoning

Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory

A Survey of Context Engineering for Large Language Models

Receipt and verification

First computed	2026-07-05T11:08:30.781546Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b24b4013c14d361254152e4ea275bdc077b684a5931848a1fc66b7da743d0916

Aliases

arxiv: 2505.17716 · arxiv_version: 2505.17716v1 · doi: 10.48550/arxiv.2505.17716 · pith_short_12: WJFUAE6BJU3B · pith_short_16: WJFUAE6BJU3BEVAV · pith_short_8: WJFUAE6B

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/WJFUAE6BJU3BEVAVFZHKE5N5YB \
  | 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: b24b4013c14d361254152e4ea275bdc077b684a5931848a1fc66b7da743d0916

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0f65bc66df2758b559813e97b56b72cf35a677f0ad03ac3f2c684098a98cea6",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-23T10:33:14Z",
    "title_canon_sha256": "0346c5df62ff04f1b625f074a9dcd32a2a5e107435ad79ac1a26a17238222361"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17716",
    "kind": "arxiv",
    "version": 1
  }
}