Pith Number

pith:MQYGVML2

pith:2024:MQYGVML2BKFIE72HMPXBNYZJTW

not attested not anchored not stored refs pending

Investigate-Consolidate-Exploit: A General Strategy for Inter-Task Agent Self-Evolution

Cheng Qian, Maosong Sun, Shihao Liang, Xin Cong, Yankai Lin, Yesai Wu, Yining Ye, Yujia Qin, Zhiyuan Liu

arxiv:2401.13996 v1 · 2024-01-25 · cs.CL · 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{MQYGVML2BKFIE72HMPXBNYZJTW}

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

SKILL.nb: Selective Formalization and Gated Execution for Durable Agent Workflows

Self-evolving LLM agents with in-distribution Optimization

When to Trust Tools? Adaptive Tool Trust Calibration For Tool-Integrated Math Reasoning

Receipt and verification

First computed	2026-07-05T07:37:20.652888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64306ab17a0a8a827f4763ee16e3299da5710fa2b0f1ce394091f52e9a63e3a9

Aliases

arxiv: 2401.13996 · arxiv_version: 2401.13996v1 · doi: 10.48550/arxiv.2401.13996 · pith_short_12: MQYGVML2BKFI · pith_short_16: MQYGVML2BKFIE72H · pith_short_8: MQYGVML2

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/MQYGVML2BKFIE72HMPXBNYZJTW \
  | 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: 64306ab17a0a8a827f4763ee16e3299da5710fa2b0f1ce394091f52e9a63e3a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dda91831c8bd8fa0fb02d65d7aab8185c5fab849ad772394af764aa50b9e880d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-25T07:47:49Z",
    "title_canon_sha256": "074b18aae99908958ea3cc31da189c2b2c56f0663b0de251ae00be8c0b8195ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.13996",
    "kind": "arxiv",
    "version": 1
  }
}