Pith Number

pith:A5UBB4HK

pith:2024:A5UBB4HKCMEQAW52VA7OMUROUI

not attested not anchored not stored refs pending

Enhancing Decision-Making for LLM Agents via Step-Level Q-Value Models

Bo Ding, Cheng Yang, Feng Dawei, Huaimin Wang, Kele Xu, Tingkai Yang, Yuanzhao Zhai

arxiv:2409.09345 v1 · 2024-09-14 · 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{A5UBB4HKCMEQAW52VA7OMUROUI}

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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

1 paper in Pith

ToolRL: Reward is All Tool Learning Needs

Receipt and verification

First computed	2026-07-05T09:07:08.387193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

076810f0ea1309005bbaa83ee6522ea23389016c6789ddfa35d9d13c334c2332

Aliases

arxiv: 2409.09345 · arxiv_version: 2409.09345v1 · doi: 10.48550/arxiv.2409.09345 · pith_short_12: A5UBB4HKCMEQ · pith_short_16: A5UBB4HKCMEQAW52 · pith_short_8: A5UBB4HK

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/A5UBB4HKCMEQAW52VA7OMUROUI \
  | 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: 076810f0ea1309005bbaa83ee6522ea23389016c6789ddfa35d9d13c334c2332

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f59d3b3c2d020b62e71c4fbadda463653f1dd26341733b84cd956b8fb84b9b34",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-14T07:32:49Z",
    "title_canon_sha256": "96178336b9b3b9154e741f41345a57c99e8626f0f44e7823f15c6eb6a60cb0e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09345",
    "kind": "arxiv",
    "version": 1
  }
}