Pith Number

pith:L5HOVRFZ

pith:2025:L5HOVRFZW6C5ZDSUHRBE2EJYZ6

not attested not anchored not stored refs pending

AgentRefine: Enhancing Agent Generalization through Refinement Tuning

Dayuan Fu, Jingang Wang, Keqing He, Weihao Zeng, Weiran Xu, Wei Wang, Wentao Hong, Xunliang Cai, Yejie Wang, Zhuoma Gongque

arxiv:2501.01702 v2 · 2025-01-03 · cs.AI · cs.CL · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L5HOVRFZW6C5ZDSUHRBE2EJYZ6}

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

OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation

Test-Time Deep Thinking to Explore Implicit Rules

From History to State: Constant-Context Skill Learning for LLM Agents

Receipt and verification

First computed	2026-07-05T10:18:47.802659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f4eeac4b9b785dc8e543c424d1138cf8fef39e5d215bb51ea7e85981fdb2e12

Aliases

arxiv: 2501.01702 · arxiv_version: 2501.01702v2 · doi: 10.48550/arxiv.2501.01702 · pith_short_12: L5HOVRFZW6C5 · pith_short_16: L5HOVRFZW6C5ZDSU · pith_short_8: L5HOVRFZ

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/L5HOVRFZW6C5ZDSUHRBE2EJYZ6 \
  | 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: 5f4eeac4b9b785dc8e543c424d1138cf8fef39e5d215bb51ea7e85981fdb2e12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f16d804337435628e607e35ceeba576c08ba6975ff4aa449547c54751a111218",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-03T08:55:19Z",
    "title_canon_sha256": "9ac9a863db3a4d5649a94b33c63f69bb01571509e5eb12731605ea0bcedc38cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01702",
    "kind": "arxiv",
    "version": 2
  }
}