Pith Number

pith:XP2MR2MT

pith:2024:XP2MR2MT4WONNTVTDI6CZBNTLI

not attested not anchored not stored refs pending

Tractable Equilibrium Computation in Markov Games through Risk Aversion

Eric Mazumdar, Kishan Panaganti, Laixi Shi

arxiv:2406.14156 v2 · 2024-06-20 · cs.GT · 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{XP2MR2MT4WONNTVTDI6CZBNTLI}

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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

Efficient Decentralized Learning of Generalized Quantal Response Equilibrium

Receipt and verification

First computed	2026-07-05T08:59:30.113604Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbf4c8e993e59cd6ceb31a3c2c85b35a1475e31ac6ee2835b65422996ed4059a

Aliases

arxiv: 2406.14156 · arxiv_version: 2406.14156v2 · doi: 10.48550/arxiv.2406.14156 · pith_short_12: XP2MR2MT4WON · pith_short_16: XP2MR2MT4WONNTVT · pith_short_8: XP2MR2MT

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/XP2MR2MT4WONNTVTDI6CZBNTLI \
  | 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: bbf4c8e993e59cd6ceb31a3c2c85b35a1475e31ac6ee2835b65422996ed4059a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c8f80aa01d44826db546b187b0a4ebe69d3e967fbb8e8c2dabcfc9ac13ea15c",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2024-06-20T09:53:56Z",
    "title_canon_sha256": "b18daf2a2dc88bbbe11b573468b18a826f6b1c19f4302a46522c3048242a5f32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.14156",
    "kind": "arxiv",
    "version": 2
  }
}