Pith Number

pith:LBFJ7RBB

pith:2019:LBFJ7RBB5B5HYTEPZ3NNDMA4SA

not attested not anchored not stored refs pending

Model Agnostic Defence against Backdoor Attacks in Machine Learning

Gerald Woo, Lionell Loh, Louth Rawshan, Sakshi Udeshi, Shanshan Peng, Sudipta Chattopadhyay

arxiv:1908.02203 v3 · 2019-08-06 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LBFJ7RBB5B5HYTEPZ3NNDMA4SA}

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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

An Effective and Resilient Backdoor Attack Framework against Deep Neural Networks and Vision Transformers

Receipt and verification

First computed	2026-07-05T04:10:20.598827Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

584a9fc421e87a7c4c8fcedad1b01c9004846089cdb2d20b65231f3438ae2d4a

Aliases

arxiv: 1908.02203 · arxiv_version: 1908.02203v3 · doi: 10.48550/arxiv.1908.02203 · pith_short_12: LBFJ7RBB5B5H · pith_short_16: LBFJ7RBB5B5HYTEP · pith_short_8: LBFJ7RBB

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/LBFJ7RBB5B5HYTEPZ3NNDMA4SA \
  | 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: 584a9fc421e87a7c4c8fcedad1b01c9004846089cdb2d20b65231f3438ae2d4a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0e3146eb92ac02e60380e143aa58b554c17a225bc3418fdaa16e582810ec226",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-06T15:11:37Z",
    "title_canon_sha256": "45de3b7ac3334701334936feb839e4175eb149c35e91ab9cd7f58ebbcaf7ae1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.02203",
    "kind": "arxiv",
    "version": 3
  }
}