Pith Number

pith:FV52FUZ5

pith:2024:FV52FUZ5ZIWCVBQVUVUV7PD4FQ

not attested not anchored not stored refs pending

FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation Models

Kaustubh Ponkshe, Praneeth Vepakomma, Raghav Singhal

arxiv:2410.09432 v4 · 2024-10-12 · cs.DC · cs.CL · 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{FV52FUZ5ZIWCVBQVUVUV7PD4FQ}

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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

2 papers in Pith

FedMark-FM: Auditable, Risk-Adjusted Data Markets for Federated Foundation-Model Adaptation

Adaptive Selection of LoRA Components in Privacy-Preserving Federated Learning

Receipt and verification

First computed	2026-07-05T11:29:02.445730Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d7ba2d33dca2c2a8615a5695fbc7c2c2a02a743e78a6ccc6e3c85866fb714fa

Aliases

arxiv: 2410.09432 · arxiv_version: 2410.09432v4 · doi: 10.48550/arxiv.2410.09432 · pith_short_12: FV52FUZ5ZIWC · pith_short_16: FV52FUZ5ZIWCVBQV · pith_short_8: FV52FUZ5

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/FV52FUZ5ZIWCVBQVUVUV7PD4FQ \
  | 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: 2d7ba2d33dca2c2a8615a5695fbc7c2c2a02a743e78a6ccc6e3c85866fb714fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a093cc547e9c7a89632d65c8e1b67ef619ea5a50d1c14fc03e06384540cfa24",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-10-12T08:22:44Z",
    "title_canon_sha256": "c83283408220cb03db791806d5c18652c2acbbd3da669d22766ad313788d27d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09432",
    "kind": "arxiv",
    "version": 4
  }
}