Pith Number

pith:QVBACUJD

pith:2024:QVBACUJDV4A6QMWG6BDOHJTMVR

not attested not anchored not stored refs pending

Federated Learning with Uncertainty and Personalization via Efficient Second-order Optimization

Aishwarya Gupta, Piyush Rai, Saqib Sarwar, Shivam Pal

arxiv:2411.18385 v1 · 2024-11-27 · cs.LG · cs.CV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QVBACUJDV4A6QMWG6BDOHJTMVR}

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

Evolution of Optimization Methods: Algorithms, Scenarios, and Evaluations

Receipt and verification

First computed	2026-06-09T02:07:01.151916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8542015123af01e832c6f046e3a66cac451dcb4be5e0566eda9b96f9f372838b

Aliases

arxiv: 2411.18385 · arxiv_version: 2411.18385v1 · doi: 10.48550/arxiv.2411.18385 · pith_short_12: QVBACUJDV4A6 · pith_short_16: QVBACUJDV4A6QMWG · pith_short_8: QVBACUJD

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/QVBACUJDV4A6QMWG6BDOHJTMVR \
  | 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: 8542015123af01e832c6f046e3a66cac451dcb4be5e0566eda9b96f9f372838b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8bb8f14001fab8cdbbc58db8754691c3c4e150e01c6c493014c31fe8ec65afe",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-27T14:30:02Z",
    "title_canon_sha256": "471a51a32690634e0eb815dd9205580333b907016d0db480aa6ddbe040f46a4f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.18385",
    "kind": "arxiv",
    "version": 1
  }
}