Pith Number

pith:4QWFCXFL

pith:2024:4QWFCXFLHZDCSAFVJC4ASIJRP7

not attested not anchored not stored refs pending

Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen?

Christopher G. Brinton, Dong-Jun Han, Kevin S. Chan, Liangqi Yuan, Tian Lan, Yongsheng Mei

arxiv:2411.06618 v1 · 2024-11-10 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4QWFCXFLHZDCSAFVJC4ASIJRP7}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T09:33:49.047171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e42c515cab3e462900b548b80921317fc42af04605fbc9b08e4c585af30460fc

Aliases

arxiv: 2411.06618 · arxiv_version: 2411.06618v1 · doi: 10.48550/arxiv.2411.06618 · pith_short_12: 4QWFCXFLHZDC · pith_short_16: 4QWFCXFLHZDCSAFV · pith_short_8: 4QWFCXFL

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/4QWFCXFLHZDCSAFVJC4ASIJRP7 \
  | 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: e42c515cab3e462900b548b80921317fc42af04605fbc9b08e4c585af30460fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed7c591610a67a1f9ecbc6a0befc589a0e462c3826d150872a78d2f28949d1e1",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-10T22:48:21Z",
    "title_canon_sha256": "58c6e7103f0040212be51dcab6cb527d5485de637b4698c5495bf4cf546745ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06618",
    "kind": "arxiv",
    "version": 1
  }
}