Pith Number

pith:LASXUZBY

pith:2024:LASXUZBYBB47U4UXO4TH327C3H

not attested not anchored not stored refs pending

Watch Every Step! LLM Agent Learning via Iterative Step-Level Process Refinement

Cheng Li, Ke Wang, Sujian Li, Weimin Xiong, Wei Peng, Wenhao Wu, Xiutian Zhao, Xun Wang, Yifan Song

arxiv:2406.11176 v2 · 2024-06-17 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LASXUZBYBB47U4UXO4TH327C3H}

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

4 papers in Pith

Reinforcement Learning without Ground-Truth Solutions can Improve LLMs

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents

Rewarding Beliefs, Not Actions: Consistency-Guided Credit Assignment for Long-Horizon Agents

From Coarse to Fine: Self-Adaptive Hierarchical Planning for LLM Agents

Receipt and verification

First computed	2026-07-05T09:11:26.889463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58257a64380879fa729777267debe2d9e5e11bf417c11fcc1e389e75e431cdee

Aliases

arxiv: 2406.11176 · arxiv_version: 2406.11176v2 · doi: 10.48550/arxiv.2406.11176 · pith_short_12: LASXUZBYBB47 · pith_short_16: LASXUZBYBB47U4UX · pith_short_8: LASXUZBY

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/LASXUZBYBB47U4UXO4TH327C3H \
  | 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: 58257a64380879fa729777267debe2d9e5e11bf417c11fcc1e389e75e431cdee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a8b19f145027514fc1cfe5e484e1876ccb45ce352fc6f68b65766c2e7065504",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-17T03:29:13Z",
    "title_canon_sha256": "320ded1f74e384bb2eb8a7957228ecc69b270e3cb930e1f79a97b6c42afe61ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.11176",
    "kind": "arxiv",
    "version": 2
  }
}