Pith Number

pith:5VOHSG7P

pith:2023:5VOHSG7PKP2HMXG2AAZ7OEFNYS

not attested not anchored not stored refs pending

PipeOptim: Ensuring Effective 1F1B Schedule with Optimizer-Dependent Weight Prediction

Dongsheng Li, Jiye Liang, Lei Guan, Wenjian Wang, Xicheng Lu, Yongle Chen

arxiv:2312.00839 v3 · 2023-12-01 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5VOHSG7PKP2HMXG2AAZ7OEFNYS}

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	2026-07-05T10:14:37.333946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed5c791bef53f4765cda0033f710adc4a728bfd5f95ca69201edff84cfd80a4f

Aliases

arxiv: 2312.00839 · arxiv_version: 2312.00839v3 · doi: 10.48550/arxiv.2312.00839 · pith_short_12: 5VOHSG7PKP2H · pith_short_16: 5VOHSG7PKP2HMXG2 · pith_short_8: 5VOHSG7P

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/5VOHSG7PKP2HMXG2AAZ7OEFNYS \
  | 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: ed5c791bef53f4765cda0033f710adc4a728bfd5f95ca69201edff84cfd80a4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b0c765e200809e14e9c080b4a4e5d9872505c9510e0f652ff5cdd3f0ad7cd71",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-01T01:52:38Z",
    "title_canon_sha256": "1163d75cc6a8f863d1fd2ec63fb8daf500d7f828e87095a0d86c5431596c5ca5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.00839",
    "kind": "arxiv",
    "version": 3
  }
}