Pith Number

pith:MTKMO2DR

pith:2025:MTKMO2DRML2MGP2I2V472FFS3V

not attested not anchored not stored refs pending

A Roadmap Towards Improving Multi-Agent Reinforcement Learning With Causal Discovery And Inference

Franco Zambonelli, Giovanni Briglia, Stefano Mariani

arxiv:2503.17803 v1 · 2025-03-22 · cs.LG · cs.AI · cs.MA · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MTKMO2DRML2MGP2I2V472FFS3V}

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	2026-07-05T10:37:55.202483Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64d4c7687162f4c33f48d579fd14b2dd536ab1640e6127b3e37a81a5d06db6c8

Aliases

arxiv: 2503.17803 · arxiv_version: 2503.17803v1 · doi: 10.48550/arxiv.2503.17803 · pith_short_12: MTKMO2DRML2M · pith_short_16: MTKMO2DRML2MGP2I · pith_short_8: MTKMO2DR

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/MTKMO2DRML2MGP2I2V472FFS3V \
  | 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: 64d4c7687162f4c33f48d579fd14b2dd536ab1640e6127b3e37a81a5d06db6c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41cd2af4d7a76d8c597cb9b7b4254fbc58949945b412a40d876c2f1db64dd6ae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-22T15:49:13Z",
    "title_canon_sha256": "d96e49c5b8aadf94a6824ae66e4d2bec7dc80db08da8f78710bd8b05e76b74b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.17803",
    "kind": "arxiv",
    "version": 1
  }
}