Pith Number

pith:OCB2K7JF

pith:2024:OCB2K7JFZGQXD43ZACH6YA5PRW

not attested not anchored not stored refs pending

Peak-Controlled Logits Poisoning Attack in Federated Distillation

Aoxu Zhang, Bo Gao, Sheng Sun, Tian Wen, Yuhan Tang, Yuwei Wang, Zhiyuan Wu

arxiv:2407.18039 v1 · 2024-07-25 · 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{OCB2K7JFZGQXD43ZACH6YA5PRW}

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

SVAFD: A Secure and Verifiable Co-Aggregation Protocol for Federated Distillation

Receipt and verification

First computed	2026-07-05T08:48:33.481719Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7083a57d25c9a171f379008fec03af8d83acd5bf06a770b0192f5a62af0aa1dc

Aliases

arxiv: 2407.18039 · arxiv_version: 2407.18039v1 · doi: 10.48550/arxiv.2407.18039 · pith_short_12: OCB2K7JFZGQX · pith_short_16: OCB2K7JFZGQXD43Z · pith_short_8: OCB2K7JF

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/OCB2K7JFZGQXD43ZACH6YA5PRW \
  | 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: 7083a57d25c9a171f379008fec03af8d83acd5bf06a770b0192f5a62af0aa1dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d974c0402a3503371be2a8b097e4beffc6dfbf06b92290ba9eaebf21e605928",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-25T13:36:42Z",
    "title_canon_sha256": "62045f037a7cfb05980382530ccda56c649c583d35f35515386f8080c95c47bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18039",
    "kind": "arxiv",
    "version": 1
  }
}