Pith Number

pith:3XCVGKOF

pith:2026:3XCVGKOFP7HHCRKXO2G55IL72T

not attested not anchored not stored refs pending

Noise-Driven Exploration and Transient Freezing Select Flat Minima in Stochastic Gradient Descent

Chao Tang, Ning Yang, Qi Ouyang, Yikuan Zhang, Yuhai Tu

arxiv:2601.10962 v2 · 2026-01-16 · cs.LG · cond-mat.dis-nn

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3XCVGKOFP7HHCRKXO2G55IL72T}

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

A Minimal Model of Representation Collapse: Frustration, Stop-Gradient, and Dynamics

Receipt and verification

First computed	2026-06-19T16:09:53.805272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ddc55329c57fce714557768ddea17fd4ed5273f9c8f452ec59e84ab87a5eead0

Aliases

arxiv: 2601.10962 · arxiv_version: 2601.10962v2 · doi: 10.48550/arxiv.2601.10962 · pith_short_12: 3XCVGKOFP7HH · pith_short_16: 3XCVGKOFP7HHCRKX · pith_short_8: 3XCVGKOF

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/3XCVGKOFP7HHCRKXO2G55IL72T \
  | 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: ddc55329c57fce714557768ddea17fd4ed5273f9c8f452ec59e84ab87a5eead0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "650a89fb3a837749188c9b8c6a1b20f26590843d6e8350b8d6fc2b1bcfb60c32",
    "cross_cats_sorted": [
      "cond-mat.dis-nn"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-16T03:03:45Z",
    "title_canon_sha256": "968f7662b1351849dc52de0aee32572d0f290125da65efe5ce8c7e8cec08fd4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.10962",
    "kind": "arxiv",
    "version": 2
  }
}