Pith Number

pith:JVV5I46Q

pith:2025:JVV5I46QZX4DRX5M7AE6LGOQCW

not attested not anchored not stored refs pending

Automata-Conditioned Cooperative Multi-Agent Reinforcement Learning

Ameesh Shah, Beyazit Yalcinkaya, Hanna Krasowski, Marcell Vazquez-Chanlatte, Sanjit A. Seshia

arxiv:2511.02304 v2 · 2025-11-04 · cs.MA · cs.AI · cs.CL · cs.FL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JVV5I46QZX4DRX5M7AE6LGOQCW}

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.

Cited by

1 paper in Pith

SpecRLBench: A Benchmark for Generalization in Specification-Guided Reinforcement Learning

Receipt and verification

First computed	2026-06-03T01:05:06.975303Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d6bd473d0cdf838dfacf809e599d015b10ad9527b853859180ab3ea20622586

Aliases

arxiv: 2511.02304 · arxiv_version: 2511.02304v2 · doi: 10.48550/arxiv.2511.02304 · pith_short_12: JVV5I46QZX4D · pith_short_16: JVV5I46QZX4DRX5M · pith_short_8: JVV5I46Q

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/JVV5I46QZX4DRX5M7AE6LGOQCW \
  | 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: 4d6bd473d0cdf838dfacf809e599d015b10ad9527b853859180ab3ea20622586

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59d944544c50cd054ffd285f6445cc4bcab09b25a8a75918264e7e20e6562956",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.FL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-11-04T06:37:36Z",
    "title_canon_sha256": "0f826d536b5932311ae34eb9e4dd258ad46518072aa96a7a3ff72d5906d38ef3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.02304",
    "kind": "arxiv",
    "version": 2
  }
}