Pith Number

pith:4CUO2FGB

pith:2023:4CUO2FGBAH2XGNBKKPBQ5ANWAD

not attested not anchored not stored refs pending

The Fourth International Verification of Neural Networks Competition (VNN-COMP 2023): Summary and Results

Changliu Liu, Christopher Brix, Stanley Bak, Taylor T. Johnson

arxiv:2312.16760 v1 · 2023-12-28 · cs.LG · cs.AI · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4CUO2FGBAH2XGNBKKPBQ5ANWAD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

6 papers in Pith

Shifting-based Optimizable Linear Relaxations for General Activation Functions

Scaling Neural Network Verification with Tensor Parallelism and Fully Sharded Data Parallelism

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification

Viverra: Text-to-Code with Guarantees

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification

Receipt and verification

First computed	2026-07-05T07:28:34.921827Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0a8ed14c101f573342a53c30e81b600f058e55c2bed17f4935d91e89b04632a

Aliases

arxiv: 2312.16760 · arxiv_version: 2312.16760v1 · doi: 10.48550/arxiv.2312.16760 · pith_short_12: 4CUO2FGBAH2X · pith_short_16: 4CUO2FGBAH2XGNBK · pith_short_8: 4CUO2FGB

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/4CUO2FGBAH2XGNBKKPBQ5ANWAD \
  | 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: e0a8ed14c101f573342a53c30e81b600f058e55c2bed17f4935d91e89b04632a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "269d2c52a082a3e5c5d6bedd9fca4af9a8fa16d5b50e97169fe73daee5f7b7d7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-28T00:46:35Z",
    "title_canon_sha256": "c61921b3c4ef5dad34cd324360027cb6f122304c3859654d7528c2370ffc7756"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.16760",
    "kind": "arxiv",
    "version": 1
  }
}