Pith Number

pith:HKRHB3GG

pith:2020:HKRHB3GGZYEWTH5FDAJKXOHOT3

not attested not anchored not stored refs pending

Data Poisoning Attacks Against Federated Learning Systems

Ling Liu, Mehmet Emre Gursoy, Stacey Truex, Vale Tolpegin

arxiv:2007.08432 v2 · 2020-07-16 · 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{HKRHB3GGZYEWTH5FDAJKXOHOT3}

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

Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:26:31.068035Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3aa270ecc6ce09699fa51812abb8ee9edbb06b2c52fe3e94497257d167dacaad

Aliases

arxiv: 2007.08432 · arxiv_version: 2007.08432v2 · doi: 10.48550/arxiv.2007.08432 · pith_short_12: HKRHB3GGZYEW · pith_short_16: HKRHB3GGZYEWTH5F · pith_short_8: HKRHB3GG

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/HKRHB3GGZYEWTH5FDAJKXOHOT3 \
  | 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: 3aa270ecc6ce09699fa51812abb8ee9edbb06b2c52fe3e94497257d167dacaad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be39b6484bb852efd63ea5977e9b2a501704a51534662ef1c153f61b3d08adfa",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-16T16:16:57Z",
    "title_canon_sha256": "53eeb2c69f6f60b85a742dee6bcf3a63f8bf822f3897f3624121b97a626e9f6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.08432",
    "kind": "arxiv",
    "version": 2
  }
}