Pith Number

pith:W2DMPBNR

pith:2022:W2DMPBNRQQ2CRI45H6NRWWRDSL

not attested not anchored not stored refs pending

Neural Collapse: A Review on Modelling Principles and Generalization

Vignesh Kothapalli

arxiv:2206.04041 v2 · 2022-06-08 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W2DMPBNRQQ2CRI45H6NRWWRDSL}

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

7 papers in Pith

Two-Stage Multi-Modal Fusion with Adaptive Alignment for Action Quality Assessment

Learning from almost nothing: How neural networks survive heavy input corruption

Optimal Representations for Generalized Contrastive Learning with Imbalanced Datasets

There Will Be a Scientific Theory of Deep Learning

Superposition Yields Robust Neural Scaling

Receipt and verification

First computed	2026-07-05T05:59:33.726138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b686c785b1843428a39d3f9b1b5a2392ebd4fcbd9ffec6b107519b12ae289687

Aliases

arxiv: 2206.04041 · arxiv_version: 2206.04041v2 · doi: 10.48550/arxiv.2206.04041 · pith_short_12: W2DMPBNRQQ2C · pith_short_16: W2DMPBNRQQ2CRI45 · pith_short_8: W2DMPBNR

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/W2DMPBNRQQ2CRI45H6NRWWRDSL \
  | 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: b686c785b1843428a39d3f9b1b5a2392ebd4fcbd9ffec6b107519b12ae289687

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "091f17d804c7c249864955f3cc4083e45cc6739060661d7868a11bee634971c9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-08T17:55:28Z",
    "title_canon_sha256": "dec8cdf78366d2d84f45bf7f4182fabde9c3b414392fd2aaabc1fb64804a2b9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04041",
    "kind": "arxiv",
    "version": 2
  }
}