Pith Number

pith:RWPO7EMK

pith:2024:RWPO7EMKDPLOMNUZZXEKXUO5TI

not attested not anchored not stored refs pending

HELENE: Hessian Layer-wise Clipping and Gradient Annealing for Accelerating Fine-tuning LLM with Zeroth-order Optimization

Fei Dou, Huaqin Zhao, Jiaxi Li, Jin Lu, Shizhe Liang, Tianming Liu, Wei Liu, Xiang Li, Xiaofeng Yang, Yi Pan

arxiv:2411.10696 v1 · 2024-11-16 · 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{RWPO7EMKDPLOMNUZZXEKXUO5TI}

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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

AdaMeZO: Adam-style Zeroth-Order Optimizer for LLM Fine-tuning Without Maintaining the Moments

Receipt and verification

First computed	2026-07-05T09:36:20.705815Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d9eef918a1bd6e63699cdc8abd1dd9a2d6f376e6ddafc6e9c6f14c857dc8e45

Aliases

arxiv: 2411.10696 · arxiv_version: 2411.10696v1 · doi: 10.48550/arxiv.2411.10696 · pith_short_12: RWPO7EMKDPLO · pith_short_16: RWPO7EMKDPLOMNUZ · pith_short_8: RWPO7EMK

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/RWPO7EMKDPLOMNUZZXEKXUO5TI \
  | 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: 8d9eef918a1bd6e63699cdc8abd1dd9a2d6f376e6ddafc6e9c6f14c857dc8e45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2b2af21e56143b78a823712ecc4d777233ec28a5670f67a9d2a17a473f7e42c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-16T04:27:22Z",
    "title_canon_sha256": "bc9b27ab6561f82bf4c918dc15809114aba22710ef93f4d597a5fd1834063b5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10696",
    "kind": "arxiv",
    "version": 1
  }
}