Pith Number

pith:JH5ACUV3

pith:2025:JH5ACUV3SAR2L4YMHQSSCG7K27

not attested not anchored not stored refs pending

Neural Policy Composition from Free Energy Minimization

Francesca Rossi, Francesco Bullo, Giovanni Russo, Veronica Centorrino

arxiv:2512.04745 v3 · 2025-12-04 · math.OC · cs.AI · cs.SY · eess.SY · nlin.AO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JH5ACUV3SAR2L4YMHQSSCG7K27}

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.

Cited by

1 paper in Pith

Energy-Based Dynamical Models for Neurocomputation, Learning, and Optimization

Receipt and verification

First computed	2026-05-20T00:00:29.486935Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49fa0152bb9023a5f30c3c25211bead7fa822a7cda4b08ba813bd9c208bd564a

Aliases

arxiv: 2512.04745 · arxiv_version: 2512.04745v3 · doi: 10.48550/arxiv.2512.04745 · pith_short_12: JH5ACUV3SAR2 · pith_short_16: JH5ACUV3SAR2L4YM · pith_short_8: JH5ACUV3

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/JH5ACUV3SAR2L4YMHQSSCG7K27 \
  | 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: 49fa0152bb9023a5f30c3c25211bead7fa822a7cda4b08ba813bd9c208bd564a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67818f183f3e88c37f21f80974be34138fca975cda9bacd51d15b65c90ebf7e5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY",
      "nlin.AO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2025-12-04T12:31:41Z",
    "title_canon_sha256": "c0238d8da7ecfd7e73ebc987026232a29367e4e40c71a294282f9a980d96048a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.04745",
    "kind": "arxiv",
    "version": 3
  }
}