Pith Number

pith:Q74Y47NT

pith:2024:Q74Y47NT6TGDAQTE2L2EKYX4DU

not attested not anchored not stored refs pending

Iterative Experience Refinement of Software-Developing Agents

Cheng Yang, Chen Qian, Jiahao Li, Maosong Sun, Wei Liu, Weize Chen, Yifei Wang, Yingli Zhang, Yufan Dang, Zhiyuan Liu, Zihao Xie

arxiv:2405.04219 v1 · 2024-05-07 · cs.CL · cs.AI · cs.MA · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q74Y47NT6TGDAQTE2L2EKYX4DU}

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

3 papers in Pith

Efficient Multi-Agent System Training with Data Influence-Oriented Tree Search

Large Language Model-Based Agents for Software Engineering: A Survey

Memory in the Age of AI Agents

Receipt and verification

First computed	2026-07-05T08:16:33.542187Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87f98e7db3f4cc304264d2f44562fc1d25b2aa1d838e58b4b92f96e2b7fedc93

Aliases

arxiv: 2405.04219 · arxiv_version: 2405.04219v1 · doi: 10.48550/arxiv.2405.04219 · pith_short_12: Q74Y47NT6TGD · pith_short_16: Q74Y47NT6TGDAQTE · pith_short_8: Q74Y47NT

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/Q74Y47NT6TGDAQTE2L2EKYX4DU \
  | 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: 87f98e7db3f4cc304264d2f44562fc1d25b2aa1d838e58b4b92f96e2b7fedc93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d10a5cb0320860b412ce61f0fd1dfd443014a2e5e534d3dc05d0e2df369044e2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-07T11:33:49Z",
    "title_canon_sha256": "ebbe8b3071c1ad5ce0659e589f163189ec67b8cd86d2bc7f8418a344f738b6d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.04219",
    "kind": "arxiv",
    "version": 1
  }
}