Pith Number

pith:IISDFV3S

pith:2015:IISDFV3SI2AXUZHEGY4NQBZHMK

not attested not anchored not stored refs pending

The Limitations of Deep Learning in Adversarial Settings

Ananthram Swami, Matt Fredrikson, Nicolas Papernot, Patrick McDaniel, Somesh Jha, Z. Berkay Celik

arxiv:1511.07528 v1 · 2015-11-24 · cs.CR · cs.LG · cs.NE · 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{IISDFV3SI2AXUZHEGY4NQBZHMK}

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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

Out-of-the-box: Black-box Causal Attacks on Object Detectors

Receipt and verification

First computed	2026-05-18T01:26:04.540994Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

422432d77246817a64e43638d8072762b9dc7b73684c7db70c416cbbe578a90f

Aliases

arxiv: 1511.07528 · arxiv_version: 1511.07528v1 · doi: 10.48550/arxiv.1511.07528 · pith_short_12: IISDFV3SI2AX · pith_short_16: IISDFV3SI2AXUZHE · pith_short_8: IISDFV3S

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/IISDFV3SI2AXUZHEGY4NQBZHMK \
  | 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: 422432d77246817a64e43638d8072762b9dc7b73684c7db70c416cbbe578a90f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab5790796d3bf532e4641e84f743ac9bf735fcb8e18602859b18c54c584f19e5",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2015-11-24T01:07:08Z",
    "title_canon_sha256": "499e81f45f7558040864f75e20168234642fd51d17f9d5d216600cc6a048405a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1511.07528",
    "kind": "arxiv",
    "version": 1
  }
}