Pith Number

pith:LOKGO3PB

pith:2025:LOKGO3PB7VY5KW6O4R7CUC5DDV

not attested not anchored not stored refs pending

Learning to Coordinate Under Threshold Rewards: A Cooperative Multi-Agent Bandit Framework

Michael Ledford, William Regli

arxiv:2506.15856 v1 · 2025-06-18 · 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{LOKGO3PB7VY5KW6O4R7CUC5DDV}

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	2026-07-05T11:23:53.624701Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b94676de1fd71d55bcee47e2a0ba31d6d859818a5735d87ca4fd1565ba049b0

Aliases

arxiv: 2506.15856 · arxiv_version: 2506.15856v1 · doi: 10.48550/arxiv.2506.15856 · pith_short_12: LOKGO3PB7VY5 · pith_short_16: LOKGO3PB7VY5KW6O · pith_short_8: LOKGO3PB

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/LOKGO3PB7VY5KW6O4R7CUC5DDV \
  | 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: 5b94676de1fd71d55bcee47e2a0ba31d6d859818a5735d87ca4fd1565ba049b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7825ac0bc594ce28dc4f06a6aa69f86be53b5e07e73ad949753dfcec1dfe9baa",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-06-18T20:04:43Z",
    "title_canon_sha256": "af5ac5887f32176c61bcf36bcbbd9376d9cf079d5130bfe4ac314fa83f5632c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.15856",
    "kind": "arxiv",
    "version": 1
  }
}