Pith Number

pith:NFCGWMSP

pith:2023:NFCGWMSPPY7SKCE6LES52E7DMT

not attested not anchored not stored refs pending

A Black-box Approach for Non-stationary Multi-agent Reinforcement Learning

Haozhe Jiang, Maryam Fazel, Qiwen Cui, Simon S. Du, Zhihan Xiong

arxiv:2306.07465 v2 · 2023-06-12 · cs.LG · cs.AI · cs.GT · cs.MA · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NFCGWMSPPY7SKCE6LES52E7DMT}

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	2026-07-05T08:14:48.873810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69446b324f7e3f25089e5925dd13e364fc884fe0551b01fd2ba1b5610ed72abe

Aliases

arxiv: 2306.07465 · arxiv_version: 2306.07465v2 · doi: 10.48550/arxiv.2306.07465 · pith_short_12: NFCGWMSPPY7S · pith_short_16: NFCGWMSPPY7SKCE6 · pith_short_8: NFCGWMSP

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/NFCGWMSPPY7SKCE6LES52E7DMT \
  | 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: 69446b324f7e3f25089e5925dd13e364fc884fe0551b01fd2ba1b5610ed72abe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f151de9cdea359a4f0c6f49e76ca29dce946e31cc6baf1152957f026fc6bd2e2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-12T23:48:24Z",
    "title_canon_sha256": "c0f0154f60b2a9066afc3705a0ab559011f7f0a748509bcb5bff04ede54b542e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07465",
    "kind": "arxiv",
    "version": 2
  }
}