Pith Number

pith:WQKOO5D4

pith:2024:WQKOO5D4GFE5KTBILXNI37XI3C

not attested not anchored not stored refs pending

On the Relevance of Byzantine Robust Optimization Against Data Poisoning

Nirupam Gupta, Rachid Guerraoui, Rafael Pinot, Sadegh Farhadkhani

arxiv:2405.00491 v1 · 2024-05-01 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WQKOO5D4GFE5KTBILXNI37XI3C}

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

Dangerous Liaisons of Convex Learning and Non-Affine Aggregation

Receipt and verification

First computed	2026-07-05T08:14:13.734062Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b414e7747c3149d54c285dda8dfee8d8aa75cca483cbf6d16fb16f6eb778527a

Aliases

arxiv: 2405.00491 · arxiv_version: 2405.00491v1 · doi: 10.48550/arxiv.2405.00491 · pith_short_12: WQKOO5D4GFE5 · pith_short_16: WQKOO5D4GFE5KTBI · pith_short_8: WQKOO5D4

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/WQKOO5D4GFE5KTBILXNI37XI3C \
  | 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: b414e7747c3149d54c285dda8dfee8d8aa75cca483cbf6d16fb16f6eb778527a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ef326b51bc7b9459b37e21783ba04021a9bdba29710c86bbdf46ed908bf8a8d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-01T12:57:14Z",
    "title_canon_sha256": "ff9cf63be75714d451da45d43e5d4c54a6a2960fe1b83ea22a35d7e6a1829bd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.00491",
    "kind": "arxiv",
    "version": 1
  }
}