Pith Number

pith:LLBKMI6J

pith:2025:LLBKMI6JACZLJ3H4QGC4XPFXCY

not attested not anchored not stored refs pending

Tight Stability Bounds for Robust Distributed Learning: Byzantine Failures Hurt Generalization More than Data Poisoning

Aur\'elien Bellet, Batiste Le Bars, Nirupam Gupta, Thomas Boudou

arxiv:2506.18020 v3 · 2025-06-22 · cs.LG · cs.CR · 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{LLBKMI6JACZLJ3H4QGC4XPFXCY}

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

2 papers in Pith

Unveiling the Non-Monotonic Effect of Privacy on Generalization under Byzantine Robustness

Dangerous Liaisons of Convex Learning and Non-Affine Aggregation

Receipt and verification

First computed	2026-07-07T01:15:55.376423Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ac2a623c900b2b4ecfc8185cbbcb7160c9eabdaf1a9096169e229527bfe6fbe

Aliases

arxiv: 2506.18020 · arxiv_version: 2506.18020v3 · doi: 10.48550/arxiv.2506.18020 · pith_short_12: LLBKMI6JACZL · pith_short_16: LLBKMI6JACZLJ3H4 · pith_short_8: LLBKMI6J

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/LLBKMI6JACZLJ3H4QGC4XPFXCY \
  | 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: 5ac2a623c900b2b4ecfc8185cbbcb7160c9eabdaf1a9096169e229527bfe6fbe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ba540115e840014b2d46320f32f89622befa53ffd7861530cbc9722f923c12f",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-22T12:59:15Z",
    "title_canon_sha256": "09c7b4146b0a238b4af7ce661ba15e829f81d2c4d9af73da5e50d2b3585b5006"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.18020",
    "kind": "arxiv",
    "version": 3
  }
}