Pith Number

pith:F2SNBIQV

pith:2018:F2SNBIQVZ57XQWX54HYY66IOWA

not attested not anchored not stored refs pending

Efficient Neural Network Robustness Certification with General Activation Functions

Cho-Jui Hsieh, Huan Zhang, Luca Daniel, Pin-Yu Chen, Tsui-Wei Weng

arxiv:1811.00866 v1 · 2018-11-02 · cs.LG · cs.CR · 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{F2SNBIQVZ57XQWX54HYY66IOWA}

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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

5 papers in Pith

Towards Generalized Certified Robustness with Multi-Norm Training

Stress-Testing Neural Network Verifiers with Provably Robust Instances

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification

Receipt and verification

First computed	2026-05-18T00:01:41.916291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ea4d0a215cf7f785afde1f18f790eb02cd2ae1fdc0550930bf072ba74734c1b

Aliases

arxiv: 1811.00866 · arxiv_version: 1811.00866v1 · doi: 10.48550/arxiv.1811.00866 · pith_short_12: F2SNBIQVZ57X · pith_short_16: F2SNBIQVZ57XQWX5 · pith_short_8: F2SNBIQV

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/F2SNBIQVZ57XQWX54HYY66IOWA \
  | 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: 2ea4d0a215cf7f785afde1f18f790eb02cd2ae1fdc0550930bf072ba74734c1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e802410edc2af6c3108110d530b2a3f6b1733b3148f398e41a52a5ddc4a538c5",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-02T14:03:25Z",
    "title_canon_sha256": "aec3f036e837489cb46305456a7adfb516033debdfae1c8d31d488f8388992eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.00866",
    "kind": "arxiv",
    "version": 1
  }
}