Pith Number

pith:QZTIUTAL

pith:2023:QZTIUTAL6JNIOY3OP7PZUQCE2V

not attested not anchored not stored refs pending

Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental Learning

Dacheng Tao, Haobo Yuan, Philip Torr, Xiangtai Li, Yibo Yang, Zhouchen Lin

arxiv:2302.03004 v1 · 2023-02-06 · cs.CV · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QZTIUTAL6JNIOY3OP7PZUQCE2V}

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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

1 paper in Pith

Beyond Point-wise Neural Collapse: A Topology-Aware Hierarchical Classifier for Class-Incremental Learning

Receipt and verification

First computed	2026-07-05T05:39:09.031348Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86668a4c0bf25a87636e7fdf9a4044d56d8cc6ec1af50b898a28fd25193db31e

Aliases

arxiv: 2302.03004 · arxiv_version: 2302.03004v1 · doi: 10.48550/arxiv.2302.03004 · pith_short_12: QZTIUTAL6JNI · pith_short_16: QZTIUTAL6JNIOY3O · pith_short_8: QZTIUTAL

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/QZTIUTAL6JNIOY3OP7PZUQCE2V \
  | 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: 86668a4c0bf25a87636e7fdf9a4044d56d8cc6ec1af50b898a28fd25193db31e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37d875d56e428b24d46c27de5604df0871c2d99d5a40b5e4c1c3ce521b2d7684",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-02-06T18:39:40Z",
    "title_canon_sha256": "317fb4ee1edcc60e27618110f11bcaa4f739a511fb1fb92f363a9c94deee6c7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03004",
    "kind": "arxiv",
    "version": 1
  }
}