Pith Number

pith:D4ULELBW

pith:2024:D4ULELBWWGQUU3IOEQNMFST4IF

not attested not anchored not stored refs pending

Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning

Gang Dai, Hanlin Gu, Jinglin Liang, Jin Zhong, Lixin Fan, Qiang Yang, Shuangping Huang, Xingxing Tang, Zhongqi Lu

arxiv:2409.01128 v2 · 2024-09-02 · 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{D4ULELBWWGQUU3IOEQNMFST4IF}

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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

Canonicalized Stable-List Replay for Private Federated Continual Learning over Language-Model Embeddings

Receipt and verification

First computed	2026-07-05T09:02:42.112971Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f28b22c36b1a14a6d0e241ac2ca7c41573d52f1bbf37b0bd6c4ff9115dcae51

Aliases

arxiv: 2409.01128 · arxiv_version: 2409.01128v2 · doi: 10.48550/arxiv.2409.01128 · pith_short_12: D4ULELBWWGQU · pith_short_16: D4ULELBWWGQUU3IO · pith_short_8: D4ULELBW

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/D4ULELBWWGQUU3IOEQNMFST4IF \
  | 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: 1f28b22c36b1a14a6d0e241ac2ca7c41573d52f1bbf37b0bd6c4ff9115dcae51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7fc2a4a058e16c873c8f67b43eaaa07610e738dcd0d93b7f6e88b2d4ba29ea4",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-02T10:07:24Z",
    "title_canon_sha256": "4ef0f1069f53630745f4257e9cf0dbbd50b6934dc6248f5bc14a5bd7cfbf6f41"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.01128",
    "kind": "arxiv",
    "version": 2
  }
}