Pith Number

pith:NNR3LBS2

pith:2024:NNR3LBS2OYDV465DNIMV5YWUIB

not attested not anchored not stored refs pending

AutoAct: Automatic Agent Learning from Scratch for QA via Self-Planning

Chengfei Lv, Huajun Chen, Ningyu Zhang, Runnan Fang, Shuofei Qiao, Wangchunshu Zhou, Yuchen Eleanor Jiang, Yujie Luo

arxiv:2401.05268 v4 · 2024-01-10 · cs.CL · cs.AI · cs.HC · 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{NNR3LBS2OYDV465DNIMV5YWUIB}

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

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

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

Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Receipt and verification

First computed	2026-07-05T08:23:15.668012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b63b5865a76075e7ba36a195ee2d4404a916ce8fbff31c993ac62375d677ea6

Aliases

arxiv: 2401.05268 · arxiv_version: 2401.05268v4 · doi: 10.48550/arxiv.2401.05268 · pith_short_12: NNR3LBS2OYDV · pith_short_16: NNR3LBS2OYDV465D · pith_short_8: NNR3LBS2

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/NNR3LBS2OYDV465DNIMV5YWUIB \
  | 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: 6b63b5865a76075e7ba36a195ee2d4404a916ce8fbff31c993ac62375d677ea6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17d289fd36fa7a61b5ee6d88ffd9380cfbb7a162a29188dc882d64c52de30308",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-10T16:57:24Z",
    "title_canon_sha256": "ce24ef774315276c0755a3816bc84f919a2db6ec190d0c03dff114df487ac53a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.05268",
    "kind": "arxiv",
    "version": 4
  }
}