Pith Number

pith:ABEVEWCM

pith:2023:ABEVEWCMWAMB2MHCPHGVLQFWME

not attested not anchored not stored refs pending

Cross-Silo Federated Learning Across Divergent Domains with Iterative Parameter Alignment

Hossein Shirazi, Indrakshi Ray, Matt Gorbett

arxiv:2311.04818 v5 · 2023-11-08 · cs.LG · cs.CV · 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{ABEVEWCMWAMB2MHCPHGVLQFWME}

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.

Receipt and verification

First computed	2026-07-05T08:20:08.523659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

004952584cb0181d30e279cd55c0b6611df8285d2849f748ab4fbe5dc6b124d1

Aliases

arxiv: 2311.04818 · arxiv_version: 2311.04818v5 · doi: 10.48550/arxiv.2311.04818 · pith_short_12: ABEVEWCMWAMB · pith_short_16: ABEVEWCMWAMB2MHC · pith_short_8: ABEVEWCM

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/ABEVEWCMWAMB2MHCPHGVLQFWME \
  | 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: 004952584cb0181d30e279cd55c0b6611df8285d2849f748ab4fbe5dc6b124d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "550240a4d2375bf0f334d5406d06744672bbab86f4599cfe4280048bc6d43fe3",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-08T16:42:14Z",
    "title_canon_sha256": "3c7716d0de6b975590e4db0b5cf3da7752091fa805658bbfbbeb8041d9d13ff9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.04818",
    "kind": "arxiv",
    "version": 5
  }
}