Pith Number

pith:TFYPU4QN

pith:2024:TFYPU4QNI5BWCVH74FOTVXJ6AV

not attested not anchored not stored refs pending

Independent RL for Cooperative-Competitive Agents: A Mean-Field Perspective

Alec Koppel, Mathieu Lauri\`ere, Muhammad Aneeq uz Zaman, Tamer Ba\c{s}ar

arxiv:2403.11345 v2 · 2024-03-17 · cs.LG · cs.AI · cs.GT · 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{TFYPU4QNI5BWCVH74FOTVXJ6AV}

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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

Mean Field Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:11:17.744249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9970fa720d47436154ffe15d3add3e056034e474e1f4d7a420a7903a1f8dd804

Aliases

arxiv: 2403.11345 · arxiv_version: 2403.11345v2 · doi: 10.48550/arxiv.2403.11345 · pith_short_12: TFYPU4QNI5BW · pith_short_16: TFYPU4QNI5BWCVH7 · pith_short_8: TFYPU4QN

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/TFYPU4QNI5BWCVH74FOTVXJ6AV \
  | 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: 9970fa720d47436154ffe15d3add3e056034e474e1f4d7a420a7903a1f8dd804

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16960ec5d9a631a15dac48cb897633a18df3b483191a501763104a9a863f2d64",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-17T21:11:55Z",
    "title_canon_sha256": "be7d7ac876aa223c7d21ea5b313d9434e34623a3ed83b81f73122a9d726d1809"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.11345",
    "kind": "arxiv",
    "version": 2
  }
}