Pith Number

pith:AB76HAM3

pith:2024:AB76HAM3FQJVMFGLFORAUIDJ7H

not attested not anchored not stored refs pending

Hyper-parameter Optimization for Federated Learning with Step-wise Adaptive Mechanism

M. Hadi Amini, Yasaman Saadati

arxiv:2411.12244 v1 · 2024-11-19 · 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{AB76HAM3FQJVMFGLFORAUIDJ7H}

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

Auto-FL-Research: Agentic Search for Federated Learning Algorithms

Receipt and verification

First computed	2026-07-05T09:37:18.348258Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

007fe3819b2c135614cb2ba20a2069f9e3998193086ba1daac0b08123e430da9

Aliases

arxiv: 2411.12244 · arxiv_version: 2411.12244v1 · doi: 10.48550/arxiv.2411.12244 · pith_short_12: AB76HAM3FQJV · pith_short_16: AB76HAM3FQJVMFGL · pith_short_8: AB76HAM3

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/AB76HAM3FQJVMFGLFORAUIDJ7H \
  | 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: 007fe3819b2c135614cb2ba20a2069f9e3998193086ba1daac0b08123e430da9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0b3f940931af26357c75b76046e1528750ce9ba09fc572ce721deb2fca45c42",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-19T05:49:00Z",
    "title_canon_sha256": "90a6c2da08aad773b3782aa77c52091bd79fa3be14127d09288255e150df5f35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12244",
    "kind": "arxiv",
    "version": 1
  }
}