Pith Number

pith:LTODQT4L

pith:2024:LTODQT4L2TRDGSMGBIWOG4WH2A

not attested not anchored not stored refs pending

Rethinking Conventional Wisdom in Machine Learning: From Generalization to Scaling

Lechao Xiao

arxiv:2409.15156 v2 · 2024-09-23 · cs.LG · 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{LTODQT4L2TRDGSMGBIWOG4WH2A}

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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

6 papers in Pith

Scale-Invariant Neural Network Optimization: Norm Geometry and Heavy-Tailed Noise

Entropy-KL Divergence-based Token Masking: A Novel Approach for Selective Fine-tuning of Large Language Models

Scale-Invariant Neural Network Optimization: Norm Geometry and Heavy-Tailed Noise

Proximal Supervised Fine-Tuning

Optimistic Dual Averaging Unifies Modern Optimizers

Receipt and verification

First computed	2026-07-05T10:14:05.612447Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cdc384f8bd4e23349860a2ce372c7d01b4f1fd2350a5f410fc1631efd4f3596

Aliases

arxiv: 2409.15156 · arxiv_version: 2409.15156v2 · doi: 10.48550/arxiv.2409.15156 · pith_short_12: LTODQT4L2TRD · pith_short_16: LTODQT4L2TRDGSMG · pith_short_8: LTODQT4L

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/LTODQT4L2TRDGSMGBIWOG4WH2A \
  | 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: 5cdc384f8bd4e23349860a2ce372c7d01b4f1fd2350a5f410fc1631efd4f3596

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "150a1f52925c88ba271798e48cd11d28cb9ac493a23d2c788aec7f4e38fbfa06",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-23T16:04:03Z",
    "title_canon_sha256": "36585729df8e67d93f12d4b89c36be5866895b88bc61f8f3e7f1cea2966a14a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15156",
    "kind": "arxiv",
    "version": 2
  }
}