Pith Number

pith:V223C7FM

pith:2018:V223C7FM7Z7UBDDCGBUAF57IFO

not attested not anchored not stored refs pending

Detecting Backdoor Attacks on Deep Neural Networks by Activation Clustering

Benjamin Edwards, Biplav Srivastava, Bryant Chen, Heiko Ludwig, Ian Molloy, Nathalie Baracaldo, Taesung Lee, Wilka Carvalho

arxiv:1811.03728 v1 · 2018-11-09 · cs.LG · cs.CR · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V223C7FM7Z7UBDDCGBUAF57IFO}

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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

10 papers in Pith

TCAP: Tri-Component Attention Profiling for Unsupervised Backdoor Detection in MLLM Fine-Tuning

TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting

DETOUR: A Practical Backdoor Attack against Object Detection

Undetectable Backdoors in Model Parameters: Hiding Sparse Secrets in High Dimensions

CSC: Turning the Adversary's Poison against Itself

Receipt and verification

First computed	2026-05-18T00:01:12.206005Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aeb5b17cacfe7f408c62306802f7e82b91a124780b28a51fbe5e0ab501e24371

Aliases

arxiv: 1811.03728 · arxiv_version: 1811.03728v1 · doi: 10.48550/arxiv.1811.03728 · pith_short_12: V223C7FM7Z7U · pith_short_16: V223C7FM7Z7UBDDC · pith_short_8: V223C7FM

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/V223C7FM7Z7UBDDCGBUAF57IFO \
  | 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: aeb5b17cacfe7f408c62306802f7e82b91a124780b28a51fbe5e0ab501e24371

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "606da34f62e99476424843111a4bd8d761333ddd43f8437d94fac43174f4e9f3",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-09T01:08:00Z",
    "title_canon_sha256": "5042dbd4be69c421011aa6f72258db0ba258d7913ae4d033418172b590eb8c58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.03728",
    "kind": "arxiv",
    "version": 1
  }
}