Pith Number

pith:OR3LRHEN

pith:2024:OR3LRHENJJTB4ZBBTGPQM3P7SM

not attested not anchored not stored refs pending

Closed-form merging of parameter-efficient modules for Federated Continual Learning

Jacopo Bonato, Luigi Sabetta, Matteo Mosconi, Pietro Buzzega, Riccardo Salami, Simone Calderara

arxiv:2410.17961 v2 · 2024-10-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OR3LRHENJJTB4ZBBTGPQM3P7SM}

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

2 papers in Pith

Task-agnostic Low-rank Residual Adaptation for Efficient Federated Continual Fine-Tuning

BRAIN: Bias-Mitigation Continual Learning Approach to Vision-Brain Understanding

Receipt and verification

First computed	2026-07-05T10:27:17.993242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7476b89c8d4a661e6421999f066dff93322cee3b65a15c96c43d398c31a599e3

Aliases

arxiv: 2410.17961 · arxiv_version: 2410.17961v2 · doi: 10.48550/arxiv.2410.17961 · pith_short_12: OR3LRHENJJTB · pith_short_16: OR3LRHENJJTB4ZBB · pith_short_8: OR3LRHEN

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/OR3LRHENJJTB4ZBBTGPQM3P7SM \
  | 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: 7476b89c8d4a661e6421999f066dff93322cee3b65a15c96c43d398c31a599e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06743c79c6f483fe2c1400c3438233823aa4f5b15aab9714926e191f9cdeba18",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-23T15:30:13Z",
    "title_canon_sha256": "e55d249761bce792c81f294472d7c12949a44f1275cf2d105fcdc336fe478f6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17961",
    "kind": "arxiv",
    "version": 2
  }
}