Pith Number

pith:GAII563M

pith:2023:GAII563MHLV6DS43WPPDAU3B3V

not attested not anchored not stored refs pending

Never Explore Repeatedly in Multi-Agent Reinforcement Learning

Chenghao Li, Chongjie Zhang, Qianchuan Zhao, Tonghan Wang

arxiv:2308.09909 v1 · 2023-08-19 · 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{GAII563MHLV6DS43WPPDAU3B3V}

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	2026-07-05T06:42:48.439624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30108efb6c3aebe1cb9bb3de305361dd5878da99ce5ef902fceea4a98f77bc5f

Aliases

arxiv: 2308.09909 · arxiv_version: 2308.09909v1 · doi: 10.48550/arxiv.2308.09909 · pith_short_12: GAII563MHLV6 · pith_short_16: GAII563MHLV6DS43 · pith_short_8: GAII563M

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/GAII563MHLV6DS43WPPDAU3B3V \
  | 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: 30108efb6c3aebe1cb9bb3de305361dd5878da99ce5ef902fceea4a98f77bc5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f851b3c6b9b54bb2a905ff08298c75d4b6ef19dd2c952b744865e339e24b6518",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-19T05:27:48Z",
    "title_canon_sha256": "5fe7f73149c9c6121ac18c61f9dd982a5922c309d863d1e8cfed00954f7ecf57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.09909",
    "kind": "arxiv",
    "version": 1
  }
}