Pith Number

pith:Z6OBPZHY

pith:2025:Z6OBPZHYS5NPEH2H4PL2J5Q6UY

not attested not anchored not stored refs pending

Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models

Guohua Tang, Wei Yang, Yifan Lu, Yi Liao, Yuan Sui, Yu Gu, Zhongqian Sun, Zining Zhu

arxiv:2508.21365 v1 · 2025-08-29 · 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{Z6OBPZHYS5NPEH2H4PL2J5Q6UY}

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

1 paper in Pith

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

Receipt and verification

First computed	2026-07-05T12:01:33.581662Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf9c17e4f8975af21f47e3d7a4f61ea6310251741f66d4d47dbc76bd5cfe2419

Aliases

arxiv: 2508.21365 · arxiv_version: 2508.21365v1 · doi: 10.48550/arxiv.2508.21365 · pith_short_12: Z6OBPZHYS5NP · pith_short_16: Z6OBPZHYS5NPEH2H · pith_short_8: Z6OBPZHY

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/Z6OBPZHYS5NPEH2H4PL2J5Q6UY \
  | 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: cf9c17e4f8975af21f47e3d7a4f61ea6310251741f66d4d47dbc76bd5cfe2419

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96eaa6f4593030936709b2d3909cebf60c49c8a4d2aaa07158ec6a929a5804a8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-29T07:13:39Z",
    "title_canon_sha256": "c7329eb808fb0366a3efdcb41aeb93c8a469c4a1c7ea11030b4b8cbdccfbe45d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.21365",
    "kind": "arxiv",
    "version": 1
  }
}