Pith Number

pith:RUQ4TKHS

pith:2024:RUQ4TKHSW5NRAWBTLEBNJDBCHL

not attested not anchored not stored refs pending

Non-Convex Optimization in Federated Learning via Variance Reduction and Adaptive Learning

Antonella Guzzo, Dipanwita Thakur, Giancarlo Fortino, Sajal K. Das

arxiv:2412.11660 v1 · 2024-12-16 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RUQ4TKHSW5NRAWBTLEBNJDBCHL}

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

Overcoming Challenges of Partial Client Participation in Federated Learning : A Comprehensive Review

Receipt and verification

First computed	2026-07-05T09:49:49.484868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d21c9a8f2b75b1058335902d48c223ac303243cd1420ce2b333f8dcfc73e647

Aliases

arxiv: 2412.11660 · arxiv_version: 2412.11660v1 · doi: 10.48550/arxiv.2412.11660 · pith_short_12: RUQ4TKHSW5NR · pith_short_16: RUQ4TKHSW5NRAWBT · pith_short_8: RUQ4TKHS

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/RUQ4TKHSW5NRAWBTLEBNJDBCHL \
  | 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: 8d21c9a8f2b75b1058335902d48c223ac303243cd1420ce2b333f8dcfc73e647

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4384e541323c90bce830e07367935496a7e8e45f57d0cab51736bb0555eadb7e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-16T11:02:38Z",
    "title_canon_sha256": "27cf32cb9fc4dc42bf998a3c0bf5dcbd4dc5cf6b8c084779e008cecd6f5684a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11660",
    "kind": "arxiv",
    "version": 1
  }
}