Pith Number

pith:WBUUEF4C

pith:2026:WBUUEF4CSA7JKTXM46DFCEIEDS

not attested not anchored not stored refs pending

Sim2O: Efficient Offline-to-Online MARL via Joint Action Composition

Bingchang Song, Yiqin Yang

arxiv:2606.21085 v1 · 2026-06-19 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WBUUEF4CSA7JKTXM46DFCEIEDS}

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	2026-06-23T01:12:29.311593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b069421782903e954eece7865111041cb74a01641c9693d1559e428a9853d68e

Aliases

arxiv: 2606.21085 · arxiv_version: 2606.21085v1 · doi: 10.48550/arxiv.2606.21085 · pith_short_12: WBUUEF4CSA7J · pith_short_16: WBUUEF4CSA7JKTXM · pith_short_8: WBUUEF4C

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/WBUUEF4CSA7JKTXM46DFCEIEDS \
  | 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: b069421782903e954eece7865111041cb74a01641c9693d1559e428a9853d68e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd0fb2f4bba393397bbfcd0394e9ee8947eeea96a6f027a7b2e80c9f7f3eb8f7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-19T04:18:51Z",
    "title_canon_sha256": "cc10293833686278dfbc78dc4a70898035fdb0e4a7d0ecf6d8006328f9d3dfb3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.21085",
    "kind": "arxiv",
    "version": 1
  }
}