Pith Number

pith:IA7DKZOA

pith:2021:IA7DKZOABHOFNQHWMXKLBXSZ3D

not attested not anchored not stored refs pending

On Large Batch Training and Sharp Minima: A Fokker-Planck Perspective

Xiaowu Dai, Yuhua Zhu

arxiv:2112.00987 v1 · 2021-12-02 · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IA7DKZOABHOFNQHWMXKLBXSZ3D}

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

Nonreversible Gauge Fields in Fokker--Planck Dynamics: Supersymmetric Hamiltonians and Learned Finite Forces

Receipt and verification

First computed	2026-07-05T03:37:02.272919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

403e3565c009dc56c0f665d4b0de59d8e33f7acfaf42c670d7c5c04ca87f9edc

Aliases

arxiv: 2112.00987 · arxiv_version: 2112.00987v1 · doi: 10.48550/arxiv.2112.00987 · pith_short_12: IA7DKZOABHOF · pith_short_16: IA7DKZOABHOFNQHW · pith_short_8: IA7DKZOA

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/IA7DKZOABHOFNQHWMXKLBXSZ3D \
  | 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: 403e3565c009dc56c0f665d4b0de59d8e33f7acfaf42c670d7c5c04ca87f9edc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b48f4b6e2522cc461f8b550afd07f9ae82703c75d161858c157e1bd152e0f215",
    "cross_cats_sorted": [
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-02T05:24:05Z",
    "title_canon_sha256": "63234f58c094a1a23145c8f3fc551dbaede326b7314546933a09e3a372f80f35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.00987",
    "kind": "arxiv",
    "version": 1
  }
}