Pith Number

pith:LLXLAWWG

pith:2023:LLXLAWWG4XE3Y6UKT7QP6JCI3Y

not attested not anchored not stored refs pending

MABL: Bi-Level Latent-Variable World Model for Sample-Efficient Multi-Agent Reinforcement Learning

Aravind Venugopal, Balaraman Ravindran, Fei Fang, Stephanie Milani

arxiv:2304.06011 v2 · 2023-04-12 · cs.LG · 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{LLXLAWWG4XE3Y6UKT7QP6JCI3Y}

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	2026-07-05T07:44:53.602321Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5aeeb05ac6e5c9bc7a8a9fe0ff2448de133aff48586e74c37c1b232b3036745d

Aliases

arxiv: 2304.06011 · arxiv_version: 2304.06011v2 · doi: 10.48550/arxiv.2304.06011 · pith_short_12: LLXLAWWG4XE3 · pith_short_16: LLXLAWWG4XE3Y6UK · pith_short_8: LLXLAWWG

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/LLXLAWWG4XE3Y6UKT7QP6JCI3Y \
  | 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: 5aeeb05ac6e5c9bc7a8a9fe0ff2448de133aff48586e74c37c1b232b3036745d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "328be307f6e8d67fc80f8592eb49870d4728377b746e8e8e163662760eb453d0",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-12T17:46:23Z",
    "title_canon_sha256": "4a5bba78adb9775af9eb6d4dfe2936a4918c192a4e46e5ff01401a0038e8a40e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.06011",
    "kind": "arxiv",
    "version": 2
  }
}