Pith Number

pith:YF2K6TIN

pith:2025:YF2K6TIN56LTJKAAJOZ7V46MPH

not attested not anchored not stored refs pending

Adaptability in Multi-Agent Reinforcement Learning: A Framework and Unified Review

Jianglin Qiao, Jimmy Cao, Mahardhika Pratama, Mohamad A Hady, Ryszard Kowalczyk, Siyi Hu

arxiv:2507.10142 v1 · 2025-07-14 · cs.AI · cs.LG · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YF2K6TIN56LTJKAAJOZ7V46MPH}

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	2026-07-05T11:36:45.813002Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c174af4d0def9734a8004bb3faf3cc79ea90dc71c96e57620609a778a04184cc

Aliases

arxiv: 2507.10142 · arxiv_version: 2507.10142v1 · doi: 10.48550/arxiv.2507.10142 · pith_short_12: YF2K6TIN56LT · pith_short_16: YF2K6TIN56LTJKAA · pith_short_8: YF2K6TIN

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/YF2K6TIN56LTJKAAJOZ7V46MPH \
  | 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: c174af4d0def9734a8004bb3faf3cc79ea90dc71c96e57620609a778a04184cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b93e3b5d573fa9b1f9384e587a4c9ee64d0154579614306e63556f3a3dc734f4",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-14T10:39:17Z",
    "title_canon_sha256": "a3d3c5d6dd95c3b8d85e6a80c540dcdbb6d9cc6ba92f0071952cf2e0023c44f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10142",
    "kind": "arxiv",
    "version": 1
  }
}