Pith Number

pith:NVVSHA7R

pith:2024:NVVSHA7RJAUATL5LGW5A73LBSO

not attested not anchored not stored refs pending

Convex Markov Games: A New Frontier for Multi-Agent Reinforcement Learning

Andreas Haupt, Georgios Piliouras, Ian Gemp, Luke Marris, Siqi Liu

arxiv:2410.16600 v3 · 2024-10-22 · cs.GT · cs.AI · 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{NVVSHA7RJAUATL5LGW5A73LBSO}

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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

Solving Zero-Sum Convex Markov Games

Receipt and verification

First computed	2026-07-05T11:21:37.406032Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d6b2383f1482809afab35ba0fed6193b4b127a66781199a0d8016999a91ce14

Aliases

arxiv: 2410.16600 · arxiv_version: 2410.16600v3 · doi: 10.48550/arxiv.2410.16600 · pith_short_12: NVVSHA7RJAUA · pith_short_16: NVVSHA7RJAUATL5L · pith_short_8: NVVSHA7R

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/NVVSHA7RJAUATL5LGW5A73LBSO \
  | 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: 6d6b2383f1482809afab35ba0fed6193b4b127a66781199a0d8016999a91ce14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd8d85d8ee9d7bc761e7ce4b1aa22cb9ff6c4ea1587236a29da63c1023e17809",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2024-10-22T00:55:04Z",
    "title_canon_sha256": "0db9c1cf4d4ea278f74f91a17b2d03c1d884c3b10478a3f2a7f4ae6d38b4d032"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16600",
    "kind": "arxiv",
    "version": 3
  }
}