Pith Number

pith:RWEF4AWN

pith:2025:RWEF4AWN4Q2M5IR4JBBI32UDHL

not attested not anchored not stored refs pending

Applications of Statistical Field Theory in Deep Learning

Edo Mor, Inbar Seroussi, Moritz Helias, Noa Rubin, Zohar Ringel

arxiv:2502.18553 v3 · 2025-02-25 · stat.ML · cond-mat.dis-nn · cs.AI · 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{RWEF4AWN4Q2M5IR4JBBI32UDHL}

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

6 papers in Pith

Phase Transitions in Attention: A Bayesian Theory of Copy Head Emergence

Statistical Properties of Training & Generalization

Discrete signaling mediates chaotic regularization in recurrent neural networks

Statistical Properties of Training & Generalization

Competing nonlinearities, criticality, and order-to-chaos transition in deep networks

Receipt and verification

First computed	2026-07-05T10:50:11.993956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d885e02cde434cea23c48428dea833ace054df0e1154e7261b114c5c2745810

Aliases

arxiv: 2502.18553 · arxiv_version: 2502.18553v3 · doi: 10.48550/arxiv.2502.18553 · pith_short_12: RWEF4AWN4Q2M · pith_short_16: RWEF4AWN4Q2M5IR4 · pith_short_8: RWEF4AWN

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/RWEF4AWN4Q2M5IR4JBBI32UDHL \
  | 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: 8d885e02cde434cea23c48428dea833ace054df0e1154e7261b114c5c2745810

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eee1d864f0227bc06f7eac974510c0709dc4b2c997c9598d87e4c73b07f62700",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-25T18:19:06Z",
    "title_canon_sha256": "9d5f2babb6a67822ce3dc9f3f0b5348aab8f11ce586e0f96ded3d2f0a3184521"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18553",
    "kind": "arxiv",
    "version": 3
  }
}