Pith Number

pith:X6VKHOKP

pith:2023:X6VKHOKPLHZ7N52T5LJZFFNAC3

not attested not anchored not stored refs pending

Bridging the Gap Between Foundation Models and Heterogeneous Federated Learning

Ali Jannesari, J. Pablo Mu\~noz, Sixing Yu

arxiv:2310.00247 v2 · 2023-09-30 · 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{X6VKHOKPLHZ7N52T5LJZFFNAC3}

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

Rethinking LoRA for Privacy-Preserving Federated Learning in Large Models

Receipt and verification

First computed	2026-07-05T06:57:26.998842Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfaaa3b94f59f3f6f753ead39295a016d69468272d146ab6093d733164933ea5

Aliases

arxiv: 2310.00247 · arxiv_version: 2310.00247v2 · doi: 10.48550/arxiv.2310.00247 · pith_short_12: X6VKHOKPLHZ7 · pith_short_16: X6VKHOKPLHZ7N52T · pith_short_8: X6VKHOKP

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/X6VKHOKPLHZ7N52T5LJZFFNAC3 \
  | 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: bfaaa3b94f59f3f6f753ead39295a016d69468272d146ab6093d733164933ea5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd3ea1eb996c6ed98bfca1f226ba57c17a0a58123af0252f52a0d80ff21ea2b3",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-30T04:31:53Z",
    "title_canon_sha256": "e4dfddf21a3c66bbaab0a86f0e7a0736e386d0d2c7a6dc03fe3915ef089c9c61"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.00247",
    "kind": "arxiv",
    "version": 2
  }
}