Pith Number

pith:PYVAOP2L

pith:2023:PYVAOP2LNMJ36ZBV64OV2ZC2Y6

not attested not anchored not stored refs pending

Charting the Topography of the Neural Network Landscape with Thermal-Like Noise

Gal Brener, Noam Levi, Tal Kachman, Theo Jules, Yohai Bar-Sinai

arxiv:2304.01335 v2 · 2023-04-03 · cond-mat.stat-mech · 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{PYVAOP2LNMJ36ZBV64OV2ZC2Y6}

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

First-Passage Approach to Optimizing Perturbations for Improved Training of Machine Learning Models

Receipt and verification

First computed	2026-07-05T06:02:09.243582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e2a073f4b6b13bf6435f71d5d645ac7a39d465130a261062d3b54f273ead5dc

Aliases

arxiv: 2304.01335 · arxiv_version: 2304.01335v2 · doi: 10.48550/arxiv.2304.01335 · pith_short_12: PYVAOP2LNMJ3 · pith_short_16: PYVAOP2LNMJ36ZBV · pith_short_8: PYVAOP2L

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/PYVAOP2LNMJ36ZBV64OV2ZC2Y6 \
  | 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: 7e2a073f4b6b13bf6435f71d5d645ac7a39d465130a261062d3b54f273ead5dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2a02d2b91d4887172889df8d1e30e54b069b5bfa68041be5ca5ec00e04fd8f3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.stat-mech",
    "submitted_at": "2023-04-03T20:01:52Z",
    "title_canon_sha256": "f2989da5b753f48b062c8fd8a824d347d18e64b6ce01f3991e4bde7b36b0caec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.01335",
    "kind": "arxiv",
    "version": 2
  }
}