Pith Number

pith:2MFTSWGK

pith:2025:2MFTSWGKWWL73Z45O462FV2ONQ

not attested not anchored not stored refs pending

TAG: A Decentralized Framework for Multi-Agent Hierarchical Reinforcement Learning

Abdelhakim Benechehab, Albert Thomas, Bal\'azs K\'egl, Giuseppe Paolo, Hamza Cherkaoui

arxiv:2502.15425 v4 · 2025-02-21 · cs.AI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2MFTSWGKWWL73Z45O462FV2ONQ}

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	2026-07-05T10:24:31.673240Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d30b3958cab597fde79d773da2d74e6c37ff4085d5ac62f26b12de03a7a448e5

Aliases

arxiv: 2502.15425 · arxiv_version: 2502.15425v4 · doi: 10.48550/arxiv.2502.15425 · pith_short_12: 2MFTSWGKWWL7 · pith_short_16: 2MFTSWGKWWL73Z45 · pith_short_8: 2MFTSWGK

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/2MFTSWGKWWL73Z45O462FV2ONQ \
  | 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: d30b3958cab597fde79d773da2d74e6c37ff4085d5ac62f26b12de03a7a448e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b55eb26d3e4e5a473d7f5416b08a11743fc413f24fd2edc4c535ab4a198e272",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-21T12:52:16Z",
    "title_canon_sha256": "80b2720feb1172be2c4755fa83eae0439e4a98bd3048a0a0f49de00a322c186a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15425",
    "kind": "arxiv",
    "version": 4
  }
}