Pith Number

pith:IEWBLMAS

pith:2022:IEWBLMASNJIBO3MIOHCLNJJVMS

not attested not anchored not stored refs pending

Limitations of Neural Collapse for Understanding Generalization in Deep Learning

Like Hui, Mikhail Belkin, Preetum Nakkiran

arxiv:2202.08384 v1 · 2022-02-17 · cs.LG · cs.CV · 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{IEWBLMASNJIBO3MIOHCLNJJVMS}

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

4 papers in Pith

The Implicit Bias of Depth: From Neural Collapse to Softmax Codes

Neural Collapse by Design: Learning Class Prototypes on the Hypersphere

Geometric Analysis of Neural Regression Collapse via Intrinsic Dimension

Receipt and verification

First computed	2026-07-05T03:57:45.237054Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

412c15b0126a50176d8871c4b6a53564a7b47482f26ab478a56360e36cee4bf9

Aliases

arxiv: 2202.08384 · arxiv_version: 2202.08384v1 · doi: 10.48550/arxiv.2202.08384 · pith_short_12: IEWBLMASNJIB · pith_short_16: IEWBLMASNJIBO3MI · pith_short_8: IEWBLMAS

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/IEWBLMASNJIBO3MIOHCLNJJVMS \
  | 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: 412c15b0126a50176d8871c4b6a53564a7b47482f26ab478a56360e36cee4bf9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df4ff36329bb4677500aabccca870d0e33c30b9c106b9d0e85c91d652d65fa8f",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-17T00:20:12Z",
    "title_canon_sha256": "296bcd978af71d1967049e19052c4cf1afb705e36f7c22f5d6e8fadb21dd8cf9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.08384",
    "kind": "arxiv",
    "version": 1
  }
}