Pith Number

pith:GZAZFPFE

pith:2019:GZAZFPFESGSSNWAWVY4QDDFONV

not attested not anchored not stored refs pending

Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence

Aditya Golatkar, Alessandro Achille, Stefano Soatto

arxiv:1905.13277 v1 · 2019-05-30 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GZAZFPFESGSSNWAWVY4QDDFONV}

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.

Receipt and verification

First computed	2026-05-17T23:44:35.438183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

364192bca491a526d816ae39018cae6d7ab349a4b018ae9b04a95a877a4ffce4

Aliases

arxiv: 1905.13277 · arxiv_version: 1905.13277v1 · doi: 10.48550/arxiv.1905.13277 · pith_short_12: GZAZFPFESGSS · pith_short_16: GZAZFPFESGSSNWAW · pith_short_8: GZAZFPFE

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/GZAZFPFESGSSNWAWVY4QDDFONV \
  | 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: 364192bca491a526d816ae39018cae6d7ab349a4b018ae9b04a95a877a4ffce4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66147d36c9e7dba96dddfe2c12f615803ffdae87578ec8d7a9cffd76a74c9169",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-30T19:57:39Z",
    "title_canon_sha256": "406d8133748e70aa302320addf21eb72ef2ce47f2b4159689945fb2566dcb5b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.13277",
    "kind": "arxiv",
    "version": 1
  }
}