Pith Number

pith:4NRC2BQW

pith:2026:4NRC2BQW7TVOBAKZ6YWLZDB44A

not attested not anchored not stored refs pending

Provably Convergent Actor-Critic for MARL through Risk-aversion

Eric Mazumdar, Yizhou Zhang

arxiv:2602.12386 v2 · 2026-02-12 · cs.MA · cs.GT · 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{4NRC2BQW7TVOBAKZ6YWLZDB44A}

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.

Cited by

1 paper in Pith

Strategically Robust Linear Quadratic Dynamic Games

Receipt and verification

First computed	2026-06-01T01:02:34.168077Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3622d0616fceae08159f62cbc8c3ce036d84b92556111bdb6d4e719037fe786

Aliases

arxiv: 2602.12386 · arxiv_version: 2602.12386v2 · doi: 10.48550/arxiv.2602.12386 · pith_short_12: 4NRC2BQW7TVO · pith_short_16: 4NRC2BQW7TVOBAKZ · pith_short_8: 4NRC2BQW

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/4NRC2BQW7TVOBAKZ6YWLZDB44A \
  | 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: e3622d0616fceae08159f62cbc8c3ce036d84b92556111bdb6d4e719037fe786

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8dcaaab48ca3462e01e62809e3d819244305626ba4b39bf9f6ba353a6f25123",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-02-12T20:29:41Z",
    "title_canon_sha256": "e5c8bf9912340e1a5d4fa45aca0e75d9d3178f5e7a48feeb11f63388966f719c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.12386",
    "kind": "arxiv",
    "version": 2
  }
}