Pith Number

pith:K4IHMRJG

pith:2019:K4IHMRJGHKGUYYT43VYXWYCUY3

not attested not anchored not stored refs pending

Robust Design of Deep Neural Networks against Adversarial Attacks based on Lyapunov Theory

Andre T. Nguyen, Arash Rahnama, Edward Raff

arxiv:1911.04636 v1 · 2019-11-12 · cs.LG · cs.SY · eess.SY · 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{K4IHMRJGHKGUYYT43VYXWYCUY3}

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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

Adversarial Machine Learning Attacks on Financial Reporting via Maximum Violated Multi-Objective Attack

Receipt and verification

First computed	2026-07-05T00:18:43.795450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57107645263a8d4c627cdd717b6054c6dca1dca4c605065c6b664f57199a1acb

Aliases

arxiv: 1911.04636 · arxiv_version: 1911.04636v1 · doi: 10.48550/arxiv.1911.04636 · pith_short_12: K4IHMRJGHKGU · pith_short_16: K4IHMRJGHKGUYYT4 · pith_short_8: K4IHMRJG

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/K4IHMRJGHKGUYYT43VYXWYCUY3 \
  | 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: 57107645263a8d4c627cdd717b6054c6dca1dca4c605065c6b664f57199a1acb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a7e1bb09eaf24dc2a78a8086fc60679468fb795b3f45af34cca89f59d5f79e2",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-12T02:17:01Z",
    "title_canon_sha256": "d04f397c92caf59c419b31276753f5e4a478726a154a6cbabe7e395eafd3fd0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.04636",
    "kind": "arxiv",
    "version": 1
  }
}