Pith Number

pith:OY4NTDJF

pith:2022:OY4NTDJFPJXCLWD7V4FPGCGJAD

not attested not anchored not stored refs pending

A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning

Da-Wei Zhou, De-Chuan Zhan, Han-Jia Ye, Qi-Wei Wang

arxiv:2205.13218 v2 · 2022-05-26 · cs.LG · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OY4NTDJFPJXCLWD7V4FPGCGJAD}

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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

8 papers in Pith

HydraCIL: Decoupled Class-Incremental Learning through Prototype-Guided Multi-Head Classifiers

Sparse Orthogonal Parameters Tuning for Continual Learning

Little by Little: Continual Learning via Incremental Mixture of Rank-1 Associative Memory Experts

Pushing the Limits of Distillation-Based Continual Learning via Classifier-Proximal Lightweight Plugins

Towards Realistic Class-Incremental Learning with Free-Flow Increments

Receipt and verification

First computed	2026-07-05T05:42:25.334991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7638d98d257a6e25d87faf0af308c900fb9bb56f40f1ee6f58838b253cdec810

Aliases

arxiv: 2205.13218 · arxiv_version: 2205.13218v2 · doi: 10.48550/arxiv.2205.13218 · pith_short_12: OY4NTDJFPJXC · pith_short_16: OY4NTDJFPJXCLWD7 · pith_short_8: OY4NTDJF

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/OY4NTDJFPJXCLWD7V4FPGCGJAD \
  | 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: 7638d98d257a6e25d87faf0af308c900fb9bb56f40f1ee6f58838b253cdec810

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "489b8a49708815595fd5d1ee7c00d888917f51425ef89a9ace5d726d238ab112",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-26T08:24:01Z",
    "title_canon_sha256": "c99ff433df9b2743180c4c7479db722ce90564d4814ee28aa5080884a571b0f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.13218",
    "kind": "arxiv",
    "version": 2
  }
}