Pith Number

pith:KNPWDHJS

pith:2023:KNPWDHJSWG4Z3OBD7PXXJX3C5S

not attested not anchored not stored refs pending

Selectively Sharing Experiences Improves Multi-Agent Reinforcement Learning

Matthias Gerstgrasser, Sarah Keren, Tom Danino

arxiv:2311.00865 v2 · 2023-11-01 · cs.LG · cs.AI · cs.MA · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KNPWDHJSWG4Z3OBD7PXXJX3C5S}

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	2026-07-05T08:11:21.238278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

535f619d32b1b99db823fbef74df62ec88aac13b331cd2a2f9e689f29aede9bc

Aliases

arxiv: 2311.00865 · arxiv_version: 2311.00865v2 · doi: 10.48550/arxiv.2311.00865 · pith_short_12: KNPWDHJSWG4Z · pith_short_16: KNPWDHJSWG4Z3OBD · pith_short_8: KNPWDHJS

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/KNPWDHJSWG4Z3OBD7PXXJX3C5S \
  | 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: 535f619d32b1b99db823fbef74df62ec88aac13b331cd2a2f9e689f29aede9bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9592517361b7284a9a1a92162d975e1d5a4010a4bfe7a5d1e650b2e0152b20ec",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-01T21:35:32Z",
    "title_canon_sha256": "765912c19030f4ae83225bb45acb7ce5f128f8731f4955157fb4a8f26a204613"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00865",
    "kind": "arxiv",
    "version": 2
  }
}