Pith Number

pith:2FZLUUAS

pith:2023:2FZLUUASHLL3EMKY3TKCOJD7ZF

not attested not anchored not stored refs pending

Simulated Annealing in Early Layers Leads to Better Generalization

AmirMohammad Sarfi, Eugene Belilovsky, Mirco Ravanelli, Muawiz Chaudhary, Nasir M. Khalid, Sudhir Mudur, Zahra Karimpour

arxiv:2304.04858 v1 · 2023-04-10 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2FZLUUASHLL3EMKY3TKCOJD7ZF}

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	2026-07-05T05:59:52.523081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d172ba50123ad7b23158dcd427247fc95e7e61ed6e3cac0eae19b54ad46a7116

Aliases

arxiv: 2304.04858 · arxiv_version: 2304.04858v1 · doi: 10.48550/arxiv.2304.04858 · pith_short_12: 2FZLUUASHLL3 · pith_short_16: 2FZLUUASHLL3EMKY · pith_short_8: 2FZLUUAS

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/2FZLUUASHLL3EMKY3TKCOJD7ZF \
  | 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: d172ba50123ad7b23158dcd427247fc95e7e61ed6e3cac0eae19b54ad46a7116

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b74fe0ee3e0992936723633f372115d36d4283a12137da948553dafe3a6fd2a",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-10T20:41:40Z",
    "title_canon_sha256": "186dbd1ce3545051270800b97da5d6908cf81dad8b562aca2f8e124e028fb11b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.04858",
    "kind": "arxiv",
    "version": 1
  }
}