Pith Number

pith:CT7PQYGJ

pith:2019:CT7PQYGJLTOZKZCRCJDSQROID7

not attested not anchored not stored refs pending

Analyzing and Improving Neural Networks by Generating Semantic Counterexamples through Differentiable Rendering

Andrew Lee, Andy Yan, Lakshya Jain, Sanjit A. Seshia, Somesh Jha, Steven Chen, Uyeong Jang, Varun Chandrasekaran, Wilson Wu

arxiv:1910.00727 v2 · 2019-10-02 · cs.LG · cs.CV · 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{CT7PQYGJLTOZKZCRCJDSQROID7}

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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

2 papers in Pith

Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models

Data Provenance for Image Auto-Regressive Generation

Receipt and verification

First computed	2026-07-05T01:20:12.444448Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14fef860c95cdd95645112472845c81fc370f94ebcdb34f02e1f5789aa02f039

Aliases

arxiv: 1910.00727 · arxiv_version: 1910.00727v2 · doi: 10.48550/arxiv.1910.00727 · pith_short_12: CT7PQYGJLTOZ · pith_short_16: CT7PQYGJLTOZKZCR · pith_short_8: CT7PQYGJ

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/CT7PQYGJLTOZKZCRCJDSQROID7 \
  | 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: 14fef860c95cdd95645112472845c81fc370f94ebcdb34f02e1f5789aa02f039

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fb03c8b0c14fb6b14e0de9d0b4ddb08a44856c63a29c927e571befc627c5bcd",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-02T00:47:57Z",
    "title_canon_sha256": "f6428168bcf9ca91e665d161aae039b5c70c2814244231f42e3d7bf68a21c975"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.00727",
    "kind": "arxiv",
    "version": 2
  }
}