Pith Number

pith:CLCLBMVM

pith:2023:CLCLBMVMPAY5K7QSEBLFTF6YCE

not attested not anchored not stored refs pending

The Expressive Power of Tuning Only the Normalization Layers

Angeliki Giannou, Dimitris Papailiopoulos, Shashank Rajput

arxiv:2302.07937 v2 · 2023-02-15 · cs.LG · cs.AI · 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{CLCLBMVMPAY5K7QSEBLFTF6YCE}

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.

Cited by

3 papers in Pith

DroneFINE: Domain-Aware Parameter-Efficient Fine-Tuning of Vision-Language Detectors for Drone Images

Deepfake Detection that Generalizes Across Benchmarks

Structural Correspondence and Universal Approximation in Diagonal plus Low-Rank Neural Networks

Receipt and verification

First computed	2026-07-05T06:27:46.069846Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12c4b0b2ac7831d57e1220565997d8110f5d6e55b76a74ff40a7cce8087161f0

Aliases

arxiv: 2302.07937 · arxiv_version: 2302.07937v2 · doi: 10.48550/arxiv.2302.07937 · pith_short_12: CLCLBMVMPAY5 · pith_short_16: CLCLBMVMPAY5K7QS · pith_short_8: CLCLBMVM

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/CLCLBMVMPAY5K7QSEBLFTF6YCE \
  | 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: 12c4b0b2ac7831d57e1220565997d8110f5d6e55b76a74ff40a7cce8087161f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee33f8d8e6a2cf4590240e20c82a89d4c11c3c0ba4c1f4dbc7935bc8c6b8e34b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-15T20:44:31Z",
    "title_canon_sha256": "5405d2cf608606064dfa994ae4c3257fb76c582f352f1bbeab490d82ea183f4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.07937",
    "kind": "arxiv",
    "version": 2
  }
}