Pith Number

pith:N7ICX3WF

pith:2022:N7ICX3WFQCPCV2WLBGZKIASO5S

not attested not anchored not stored refs pending

Understanding and Improving Transfer Learning of Deep Models via Neural Collapse

Carlos Fernandez-Granda, Jinxin Zhou, Qing Qu, Sheng Liu, Xiao Li, Xinyu Lu, Zhihui Zhu

arxiv:2212.12206 v4 · 2022-12-23 · cs.LG · cs.AI · cs.CV · eess.IV · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N7ICX3WFQCPCV2WLBGZKIASO5S}

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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

When Tabular Foundation Models Transfer Across Modalities: A Systematic Evaluation Across 95 Datasets, 7 Modalities, and Two Regimes

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

Geometric Analysis of Neural Regression Collapse via Intrinsic Dimension

Bayesian Model Merging

Optimal Representations for Generalized Contrastive Learning with Imbalanced Datasets

Receipt and verification

First computed	2026-07-05T08:45:45.409535Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6fd02beec5809e2aeacb09b2a4024eec9885c365dd69f9c742f769a186cfee64

Aliases

arxiv: 2212.12206 · arxiv_version: 2212.12206v4 · doi: 10.48550/arxiv.2212.12206 · pith_short_12: N7ICX3WFQCPC · pith_short_16: N7ICX3WFQCPCV2WL · pith_short_8: N7ICX3WF

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/N7ICX3WFQCPCV2WLBGZKIASO5S \
  | 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: 6fd02beec5809e2aeacb09b2a4024eec9885c365dd69f9c742f769a186cfee64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b6bbaca39a882a93e78708172a6045296c46ee081f7d3e7d846bd26d506a966",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "eess.IV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-23T08:48:34Z",
    "title_canon_sha256": "9732da9a3e4297da886c0602a5c331fd4395c6e2328a7e84d7b518195c207811"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.12206",
    "kind": "arxiv",
    "version": 4
  }
}