Pith Number

pith:KV3KCS2X

pith:2021:KV3KCS2XHLKSU57CV45YXHOGLF

not attested not anchored not stored refs pending

Stochastic Training is Not Necessary for Generalization

Jonas Geiping, Micah Goldblum, Michael Moeller, Phillip E. Pope, Tom Goldstein

arxiv:2109.14119 v2 · 2021-09-29 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KV3KCS2XHLKSU57CV45YXHOGLF}

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

Knowledge distillation as a pathway toward next-generation intelligent ecohydrological modeling systems

Receipt and verification

First computed	2026-07-05T04:16:15.282915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5576a14b573ad52a77e2af3b8b9dc6596a4e5f3e39f3123513beae59c9547452

Aliases

arxiv: 2109.14119 · arxiv_version: 2109.14119v2 · doi: 10.48550/arxiv.2109.14119 · pith_short_12: KV3KCS2XHLKS · pith_short_16: KV3KCS2XHLKSU57C · pith_short_8: KV3KCS2X

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/KV3KCS2XHLKSU57CV45YXHOGLF \
  | 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: 5576a14b573ad52a77e2af3b8b9dc6596a4e5f3e39f3123513beae59c9547452

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08eed64899fc4c5fa24c8dcb6c84d698c502e53e061b6aa0cb509f88ab403097",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-29T00:50:00Z",
    "title_canon_sha256": "4e55fee54d105b38e8ca7c9d86a700903077f61b3dd2a7fd88c7790be331f4ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.14119",
    "kind": "arxiv",
    "version": 2
  }
}