Pith Number

pith:T6IOMD5W

pith:2023:T6IOMD5WJB57BPABABABHJ6A4D

not attested not anchored not stored refs pending

Cooperative Multi-Agent Reinforcement Learning: Asynchronous Communication and Linear Function Approximation

Jiafan He, Quanquan Gu, Tianhao Wang, Yifei Min

arxiv:2305.06446 v3 · 2023-05-10 · cs.LG · 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{T6IOMD5WJB57BPABABABHJ6A4D}

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.

Receipt and verification

First computed	2026-07-05T06:24:12.567505Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f90e60fb6487bf0bc01004013a7c0e0cea1e408e0f877ce7afed0f266b9e389

Aliases

arxiv: 2305.06446 · arxiv_version: 2305.06446v3 · doi: 10.48550/arxiv.2305.06446 · pith_short_12: T6IOMD5WJB57 · pith_short_16: T6IOMD5WJB57BPAB · pith_short_8: T6IOMD5W

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/T6IOMD5WJB57BPABABABHJ6A4D \
  | 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: 9f90e60fb6487bf0bc01004013a7c0e0cea1e408e0f877ce7afed0f266b9e389

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ffc7af4b908f0e550e966f8b9cb2597d552b67ae3811365559af83ba501c5362",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-10T20:29:29Z",
    "title_canon_sha256": "8eedbc6ca0c02383a6d6c65d4985be04947c9e52a52493023e9bde6f8ff390e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.06446",
    "kind": "arxiv",
    "version": 3
  }
}