Pith Number

pith:P2NFNDDT

pith:2023:P2NFNDDT7WUYN57R4Q4QBEYHJT

not attested not anchored not stored refs pending

Neural Collapse in Multi-label Learning with Pick-all-label Loss

Pengyu Li, Qing Qu, Xiao Li, Yutong Wang

arxiv:2310.15903 v4 · 2023-10-24 · 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{P2NFNDDT7WUYN57R4Q4QBEYHJT}

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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

2 papers in Pith

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

Geometric Analysis of Neural Regression Collapse via Intrinsic Dimension

Receipt and verification

First computed	2026-07-05T08:34:07.054580Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e9a568c73fda986f7f1e4390093074cc9284a5a50e26999fef154fe25e89d89

Aliases

arxiv: 2310.15903 · arxiv_version: 2310.15903v4 · doi: 10.48550/arxiv.2310.15903 · pith_short_12: P2NFNDDT7WUY · pith_short_16: P2NFNDDT7WUYN57R · pith_short_8: P2NFNDDT

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/P2NFNDDT7WUYN57R4Q4QBEYHJT \
  | 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: 7e9a568c73fda986f7f1e4390093074cc9284a5a50e26999fef154fe25e89d89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb1fb3e4b561d112c0627aba1e232af4c20b8b48baffaa612d131044c68baebd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-24T15:07:16Z",
    "title_canon_sha256": "ce34beb3c1ca065db713efe58543527c2d71dc6309e948ccba087c6cf5644f8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.15903",
    "kind": "arxiv",
    "version": 4
  }
}