Pith Number

pith:K7W7AIB2

pith:2025:K7W7AIB2TKBPRXXB4H4PMDNSM3

not attested not anchored not stored refs pending

Maximizing Uncertainty for Federated learning via Bayesian Optimisation-based Model Poisoning

Konstantinos G. Kyriakopoulos, Marios Aristodemou, Qingsong Wei, Sangarapillai Lambotharan, Xiaolan Liu, Yuan Wang

arxiv:2501.08002 v2 · 2025-01-14 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K7W7AIB2TKBPRXXB4H4PMDNSM3}

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	2026-07-05T10:05:48.100485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57edf0203a9a82f8dee1e1f8f60db266f98d2e204927c81a8939decc73cb186f

Aliases

arxiv: 2501.08002 · arxiv_version: 2501.08002v2 · doi: 10.48550/arxiv.2501.08002 · pith_short_12: K7W7AIB2TKBP · pith_short_16: K7W7AIB2TKBPRXXB · pith_short_8: K7W7AIB2

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/K7W7AIB2TKBPRXXB4H4PMDNSM3 \
  | 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: 57edf0203a9a82f8dee1e1f8f60db266f98d2e204927c81a8939decc73cb186f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b47747ea59b87e8f3b95187dafa4db833b60851e83ed604c85af112376d37fee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-14T10:46:41Z",
    "title_canon_sha256": "18affbfee1234412199ca399128ec056fb3dc4177132215fb4218e562f8fb194"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08002",
    "kind": "arxiv",
    "version": 2
  }
}