Pith Number

pith:7IBJDAT3

pith:2019:7IBJDAT3LSSYHRDA2DRWJCK3EE

not attested not anchored not stored refs pending

A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement Learning

Alessandro Lazaric, Gabriel Synnaeve, Nicolas Carion, Nicolas Usunier

arxiv:1910.08809 v1 · 2019-10-19 · cs.LG · 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{7IBJDAT3LSSYHRDA2DRWJCK3EE}

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	2026-07-05T00:13:19.849353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa0291827b5ca583c460d0e364895b2105358039fd72f78d24d3e1deb8f6762a

Aliases

arxiv: 1910.08809 · arxiv_version: 1910.08809v1 · doi: 10.48550/arxiv.1910.08809 · pith_short_12: 7IBJDAT3LSSY · pith_short_16: 7IBJDAT3LSSYHRDA · pith_short_8: 7IBJDAT3

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/7IBJDAT3LSSYHRDA2DRWJCK3EE \
  | 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: fa0291827b5ca583c460d0e364895b2105358039fd72f78d24d3e1deb8f6762a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f9736af7dd0a9cd43cf81d1f0b3362b03d91216f486059dbd64d348ea29efb4",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-19T17:30:40Z",
    "title_canon_sha256": "517ef5d770e5615871b34707a55a997b59e2515ee8d85bb9e4e6565d84d52b87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.08809",
    "kind": "arxiv",
    "version": 1
  }
}