Pith Number

pith:7PO4OVEC

pith:2024:7PO4OVECGY3WNX7LPRQYSX7SNA

not attested not anchored not stored refs pending

Large Language Models as Agents in Two-Player Games

Hang Li, Peng Sun, Yang Liu

arxiv:2402.08078 v1 · 2024-02-12 · cs.CL · 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{7PO4OVECGY3WNX7LPRQYSX7SNA}

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

2 papers in Pith

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Interactive Critique-Revision Training for Reliable Structured LLM Generation

Receipt and verification

First computed	2026-07-05T07:44:26.915383Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fbddc75482363766dfeb7c61895ff2682a5d984b7f5b0b340458ab388ddcfc4b

Aliases

arxiv: 2402.08078 · arxiv_version: 2402.08078v1 · doi: 10.48550/arxiv.2402.08078 · pith_short_12: 7PO4OVECGY3W · pith_short_16: 7PO4OVECGY3WNX7L · pith_short_8: 7PO4OVEC

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/7PO4OVECGY3WNX7LPRQYSX7SNA \
  | 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: fbddc75482363766dfeb7c61895ff2682a5d984b7f5b0b340458ab388ddcfc4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f8337a962b8bc3879fb509094acc886b4eb7dce3089c1eb720f37d995b0ac0c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-12T21:44:32Z",
    "title_canon_sha256": "94333505da28d44dcbd781ff5d778826efe423c7e6d459cd74422365398586aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08078",
    "kind": "arxiv",
    "version": 1
  }
}