Pith Number

pith:5VT5H6V3

pith:2015:5VT5H6V3D6QVPBQCCDMP4KQDCI

not attested not anchored not stored refs pending

Distillation as a Defense to Adversarial Perturbations against Deep Neural Networks

Ananthram Swami, Nicolas Papernot, Patrick McDaniel, Somesh Jha, Xi Wu

arxiv:1511.04508 v2 · 2015-11-14 · cs.CR · cs.LG · cs.NE · stat.ML

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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

Receipt and verification

First computed	2026-05-18T01:19:11.434942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed67d3fabb1fa157860210d8fe2a03122edf85ca0f1455af3c8923cfa14fcf58

Aliases

arxiv: 1511.04508 · arxiv_version: 1511.04508v2 · doi: 10.48550/arxiv.1511.04508

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/5VT5H6V3D6QVPBQCCDMP4KQDCI \
  | 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: ed67d3fabb1fa157860210d8fe2a03122edf85ca0f1455af3c8923cfa14fcf58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49c34ef602f319ac2d39c7a24aaffe6724840194864f14b79057eb5a5241501c",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2015-11-14T04:51:04Z",
    "title_canon_sha256": "df119da2a95bcd40c17e82cc45ab74eb247252fb793c7b10085ca51f08681ebf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1511.04508",
    "kind": "arxiv",
    "version": 2
  }
}