Pith Number

pith:5P2IBTY2

pith:2025:5P2IBTY2E2GLXM3GS77ILPM45Q

not attested not anchored not stored refs pending

A Comprehensive Review of Multi-Agent Reinforcement Learning in Video Games

Qijin Ji, Quan Liu, Xinghong Ling, Zhengyang Li

arxiv:2509.03682 v1 · 2025-09-03 · 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{5P2IBTY2E2GLXM3GS77ILPM45Q}

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	2026-07-05T12:04:44.262159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebf480cf1a268cbbb36697fe85bd9cec0fc95841afb77a74ed1be634b1a90aaa

Aliases

arxiv: 2509.03682 · arxiv_version: 2509.03682v1 · doi: 10.48550/arxiv.2509.03682 · pith_short_12: 5P2IBTY2E2GL · pith_short_16: 5P2IBTY2E2GLXM3G · pith_short_8: 5P2IBTY2

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/5P2IBTY2E2GLXM3GS77ILPM45Q \
  | 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: ebf480cf1a268cbbb36697fe85bd9cec0fc95841afb77a74ed1be634b1a90aaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "121cf4d244b13280d5211485d7c0713db0e3ac4dbfe1fd8c6170d1ff9ad7b579",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-03T20:05:58Z",
    "title_canon_sha256": "fd7ee6927077779674adb9dc826fec0e449c3cd20c816c75199b240aef06bcc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.03682",
    "kind": "arxiv",
    "version": 1
  }
}