Pith Number

pith:L6SVVYMG

pith:2025:L6SVVYMGN5S27LGC7SHZ43XXSS

not attested not anchored not stored refs pending

Statistical Physics of Deep Neural Networks: Generalization Capability, Beyond the Infinite Width, and Feature Learning

Sebastiano Ariosto

arxiv:2501.19281 v1 · 2025-01-31 · cond-mat.dis-nn · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L6SVVYMGN5S27LGC7SHZ43XXSS}

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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

Data-Driven Energy-Based Learning via Gibbs Measures on Hierarchical Structures

Receipt and verification

First computed	2026-07-05T10:07:58.816607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5fa55ae1866f65afacc2fc8f9e6ef794b44060f1163f31c5a3d234f166749fd6

Aliases

arxiv: 2501.19281 · arxiv_version: 2501.19281v1 · doi: 10.48550/arxiv.2501.19281 · pith_short_12: L6SVVYMGN5S2 · pith_short_16: L6SVVYMGN5S27LGC · pith_short_8: L6SVVYMG

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/L6SVVYMGN5S27LGC7SHZ43XXSS \
  | 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: 5fa55ae1866f65afacc2fc8f9e6ef794b44060f1163f31c5a3d234f166749fd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a1f193e468ef191618dd1b3ce51cdead4a1924b4fcea328d15d3647984cd825",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.dis-nn",
    "submitted_at": "2025-01-31T16:43:57Z",
    "title_canon_sha256": "096c6cc287ab7154ab0b49432c7f9d1cb958670805104fa178b11b050fe4748e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19281",
    "kind": "arxiv",
    "version": 1
  }
}