Pith Number

pith:RZUEZA3V

pith:2023:RZUEZA3VZFG7I7DTB5R7RVSWF5

not attested not anchored not stored refs pending

Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need

Da-Wei Zhou, De-Chuan Zhan, Han-Jia Ye, Ziwei Liu, Zi-Wen Cai

arxiv:2303.07338 v2 · 2023-03-13 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RZUEZA3VZFG7I7DTB5R7RVSWF5}

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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

Sparse Orthogonal Parameters Tuning for Continual Learning

Receipt and verification

First computed	2026-07-05T08:51:41.135657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e684c8375c94df47c730f63f8d6562f582182880fab38c11e98e2671bc677a1

Aliases

arxiv: 2303.07338 · arxiv_version: 2303.07338v2 · doi: 10.48550/arxiv.2303.07338 · pith_short_12: RZUEZA3VZFG7 · pith_short_16: RZUEZA3VZFG7I7DT · pith_short_8: RZUEZA3V

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/RZUEZA3VZFG7I7DTB5R7RVSWF5 \
  | 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: 8e684c8375c94df47c730f63f8d6562f582182880fab38c11e98e2671bc677a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a40c4229d3efe5a18f795f7b62778eff3dd312be13a2744d6978288ed6d5411",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-13T17:59:02Z",
    "title_canon_sha256": "977dff157b1783616b231dd5643e6d8d455eb29eb53f03c58c8754026ebdc7eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.07338",
    "kind": "arxiv",
    "version": 2
  }
}