Pith Number

pith:BATOEOY5

pith:2025:BATOEOY5MKM22YZQ3DEGRXTAXU

not attested not anchored not stored refs pending

Enhancing Decision-Making of Large Language Models via Actor-Critic

Chongjie Zhang, Heng Dong, Kefei Duan

arxiv:2506.06376 v1 · 2025-06-04 · 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{BATOEOY5MKM22YZQ3DEGRXTAXU}

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.

Receipt and verification

First computed	2026-07-05T11:17:49.175064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0826e23b1d6299ad6330d8c868de60bd012e285a2c41eb70a3b1f314ced13deb

Aliases

arxiv: 2506.06376 · arxiv_version: 2506.06376v1 · doi: 10.48550/arxiv.2506.06376 · pith_short_12: BATOEOY5MKM2 · pith_short_16: BATOEOY5MKM22YZQ · pith_short_8: BATOEOY5

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/BATOEOY5MKM22YZQ3DEGRXTAXU \
  | 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: 0826e23b1d6299ad6330d8c868de60bd012e285a2c41eb70a3b1f314ced13deb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebfe202dd4488eb191b18cfcb40841155b86c5ece342a922510dd477991df6f5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-04T14:58:27Z",
    "title_canon_sha256": "7f609c574f7c6646f5582a8a6c12295c9022b9f5b4c9381d390ba15839dcb24e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.06376",
    "kind": "arxiv",
    "version": 1
  }
}