Pith Number

pith:3DGIZWS7

pith:2018:3DGIZWS7F6UZKIYMTTAXJOILSL

not attested not anchored not stored refs pending

On the Effectiveness of Interval Bound Propagation for Training Verifiably Robust Models

Chongli Qin, Jonathan Uesato, Krishnamurthy Dvijotham, Pushmeet Kohli, Relja Arandjelovic, Robert Stanforth, Rudy Bunel, Sven Gowal, Timothy Mann

arxiv:1810.12715 v4 · 2018-10-30 · cs.LG · cs.CR · stat.ML

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\usepackage{pith}
\pithnumber{3DGIZWS7F6UZKIYMTTAXJOILSL}

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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

19 papers in Pith

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Vulnerability of Natural Language Classifiers to Evolutionary Generated Adversarial Text

Veriphi: Attack-Guided Neural Network Verification with Dataset-Dependent Training Methods

Hybrid Robustness Verification for Spatio-Temporal Neural Networks

Adversarial Robustness of NTK Neural Networks

Receipt and verification

First computed	2026-07-05T00:00:23.625637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8cc8cda5f2fa995230c9cc174b90b92eacf5d3f79880a79f88480602e703102

Aliases

arxiv: 1810.12715 · arxiv_version: 1810.12715v4 · doi: 10.48550/arxiv.1810.12715 · pith_short_12: 3DGIZWS7F6UZ · pith_short_16: 3DGIZWS7F6UZKIYM · pith_short_8: 3DGIZWS7

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/3DGIZWS7F6UZKIYMTTAXJOILSL \
  | 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: d8cc8cda5f2fa995230c9cc174b90b92eacf5d3f79880a79f88480602e703102

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "face99cec17541bc86d15b3e2960cc6d6f265ecd4771e75918ec2a348fe1c533",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-30T13:12:47Z",
    "title_canon_sha256": "6c841c7bfbcb6bc7a03ca755b062a12f6a9d43e7c673a0b4958139e436d21cc8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.12715",
    "kind": "arxiv",
    "version": 4
  }
}