Pith Number

pith:BDQW6WP7

pith:2024:BDQW6WP73FKANAU5GLVLMOAUAX

not attested not anchored not stored refs pending

Adaptive Optimization for Enhanced Efficiency in Large-Scale Language Model Training

Bingying Liu, Hongye Zheng, Jia Gao, Jiajing Chen, Xiaoxuan Liao, Yue Li

arxiv:2412.04718 v1 · 2024-12-06 · cs.AI

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\usepackage{pith}
\pithnumber{BDQW6WP73FKANAU5GLVLMOAUAX}

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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

Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data

Receipt and verification

First computed	2026-07-05T09:45:22.590058Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08e16f59ffd95406829d32eab6381405fe56de0aa364c96a4dccd89863bd2f99

Aliases

arxiv: 2412.04718 · arxiv_version: 2412.04718v1 · doi: 10.48550/arxiv.2412.04718 · pith_short_12: BDQW6WP73FKA · pith_short_16: BDQW6WP73FKANAU5 · pith_short_8: BDQW6WP7

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/BDQW6WP73FKANAU5GLVLMOAUAX \
  | 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: 08e16f59ffd95406829d32eab6381405fe56de0aa364c96a4dccd89863bd2f99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96812da06e4c0c52f7ea7cddb0014270cb04da4d594737c21c949315ed8b6a1f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-06T02:17:30Z",
    "title_canon_sha256": "37b2ef90c0772a3314372a66d0cc10d351aa63f2aa4ab824d6daeacb5d34abeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04718",
    "kind": "arxiv",
    "version": 1
  }
}