Pith Number

pith:E776ZHZ2

pith:2025:E776ZHZ2UNLKDDKSZFFBBCHAHM

not attested not anchored not stored refs pending

Learning Bilateral Team Formation in Cooperative Multi-Agent Reinforcement Learning

Chi-Guhn Lee, Koorosh Moslemi

arxiv:2506.20039 v1 · 2025-06-24 · cs.MA · cs.AI · cs.GT · 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{E776ZHZ2UNLKDDKSZFFBBCHAHM}

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	2026-07-05T11:26:59.467091Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27ffec9f3aa356a18d52c94a1088e03b0248a8858152d69e7ba9addc3f653bb6

Aliases

arxiv: 2506.20039 · arxiv_version: 2506.20039v1 · doi: 10.48550/arxiv.2506.20039 · pith_short_12: E776ZHZ2UNLK · pith_short_16: E776ZHZ2UNLKDDKS · pith_short_8: E776ZHZ2

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/E776ZHZ2UNLKDDKSZFFBBCHAHM \
  | 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: 27ffec9f3aa356a18d52c94a1088e03b0248a8858152d69e7ba9addc3f653bb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96cec6b14824dfb0759acc2058ea47be8f7a63e310324514b709a33fab7a4abd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-06-24T22:40:05Z",
    "title_canon_sha256": "1f42b8c8fc0eebfb4f4d0b5c13539f4f563046e5279ed921b86c93fd8bd398a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.20039",
    "kind": "arxiv",
    "version": 1
  }
}