Pith Number

pith:V3IASIGU

pith:2025:V3IASIGUXBINQVLILZNIW5NIAO

not attested not anchored not stored refs pending

Finite-Time Global Optimality Convergence in Deep Neural Actor-Critic Methods for Decentralized Multi-Agent Reinforcement Learning

Alvaro Velasquez, Fnu Hairi, Jia Liu, Myeung Suk Oh, Zhiyao Zhang, Ziyue Luo

arxiv:2505.18433 v2 · 2025-05-24 · 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{V3IASIGUXBINQVLILZNIW5NIAO}

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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.

Receipt and verification

First computed	2026-07-05T11:53:03.515115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aed00920d4b850d855685e5a8b75a803aac0865ad2fa7264cdef8cbeb333181a

Aliases

arxiv: 2505.18433 · arxiv_version: 2505.18433v2 · doi: 10.48550/arxiv.2505.18433 · pith_short_12: V3IASIGUXBIN · pith_short_16: V3IASIGUXBINQVLI · pith_short_8: V3IASIGU

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/V3IASIGUXBINQVLILZNIW5NIAO \
  | 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: aed00920d4b850d855685e5a8b75a803aac0865ad2fa7264cdef8cbeb333181a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ecd0808b0cd012f33f829eea729d65b1ee73578d6100286c4669681cf9ec2621",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-24T00:00:43Z",
    "title_canon_sha256": "071ed0d21385dd78b97a4a5a296ffeca799a8d9c7883662bbedb6d53d5683a42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18433",
    "kind": "arxiv",
    "version": 2
  }
}