Pith Number

pith:2ZJVILXQ

pith:2024:2ZJVILXQCN6WNYSLJPF24YRWYR

not attested not anchored not stored refs pending

Why you don't overfit, and don't need Bayes if you only train for one epoch

Laurence Aitchison

arxiv:2411.14478 v1 · 2024-11-19 · 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{2ZJVILXQCN6WNYSLJPF24YRWYR}

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

The Surprising Agreement Between Convex Optimization Theory and Learning-Rate Scheduling for Large Model Training

Receipt and verification

First computed	2026-07-05T09:38:51.817965Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d653542ef0137d66e24b4bcbae6236c45ddef76fd2e01205e8b8e93f564792ef

Aliases

arxiv: 2411.14478 · arxiv_version: 2411.14478v1 · doi: 10.48550/arxiv.2411.14478 · pith_short_12: 2ZJVILXQCN6W · pith_short_16: 2ZJVILXQCN6WNYSL · pith_short_8: 2ZJVILXQ

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/2ZJVILXQCN6WNYSLJPF24YRWYR \
  | 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: d653542ef0137d66e24b4bcbae6236c45ddef76fd2e01205e8b8e93f564792ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd93cdde09527b09c445a2c63bddb5b92120b9f021aa93d79282c738f1ca38c7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-19T09:36:48Z",
    "title_canon_sha256": "efb045632858922f2b5e36aa309737638880c8ebe47ec5e689a6fc58cf8ea722"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14478",
    "kind": "arxiv",
    "version": 1
  }
}