Pith Number

pith:QKITDFDZ

pith:2023:QKITDFDZCXSUOBE7E5DCBO3TWJ

not attested not anchored not stored refs pending

A Huber Loss Minimization Approach to Byzantine Robust Federated Learning

Fei Yu, Puning Zhao, Zhiguo Wan

arxiv:2308.12581 v2 · 2023-08-24 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QKITDFDZCXSUOBE7E5DCBO3TWJ}

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

Sensitivity Curve Maximization: Attacking Robust Aggregators in Distributed Learning

Receipt and verification

First computed	2026-07-05T07:59:52.525749Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

829131947915e547049f274620bb73b25a9eb7f8670e9e2b4977ac741cca4ed9

Aliases

arxiv: 2308.12581 · arxiv_version: 2308.12581v2 · doi: 10.48550/arxiv.2308.12581 · pith_short_12: QKITDFDZCXSU · pith_short_16: QKITDFDZCXSUOBE7 · pith_short_8: QKITDFDZ

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/QKITDFDZCXSUOBE7E5DCBO3TWJ \
  | 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: 829131947915e547049f274620bb73b25a9eb7f8670e9e2b4977ac741cca4ed9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0ed95483780e1bc9d479ea0725c3be8f6ec0ac506368825ea8f6a526632db17",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-24T05:49:58Z",
    "title_canon_sha256": "5e58ba735ab15fa4fbe97a305ea0b405bcdb98a09268ff2fe0857d7fd6c52cda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.12581",
    "kind": "arxiv",
    "version": 2
  }
}