Pith Number

pith:7T2LIVQF

pith:2024:7T2LIVQFOWMVZJOL2XZATQ2MLZ

not attested not anchored not stored refs pending

SAVER: A Toolbox for Sampling-Based, Probabilistic Verification of Neural Networks

Joshua Pilipovsky, Krishna C. Kalagarla, Meeko Oishi, Panagiotis Tsiotras, Rosalyn Devonport, Vignesh Sivaramakrishnan

arxiv:2412.02940 v1 · 2024-12-04 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7T2LIVQFOWMVZJOL2XZATQ2MLZ}

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

1 paper in Pith

Statistical Inference for Responsiveness Verification

Receipt and verification

First computed	2026-07-05T09:44:22.318239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fcf4b4560575995ca5cbd5f209c34c5e419144477794e46e3a46b2fdc3da35b3

Aliases

arxiv: 2412.02940 · arxiv_version: 2412.02940v1 · doi: 10.48550/arxiv.2412.02940 · pith_short_12: 7T2LIVQFOWMV · pith_short_16: 7T2LIVQFOWMVZJOL · pith_short_8: 7T2LIVQF

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/7T2LIVQFOWMVZJOL2XZATQ2MLZ \
  | 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: fcf4b4560575995ca5cbd5f209c34c5e419144477794e46e3a46b2fdc3da35b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69482576b1d2625af2aa6d427ee69f41d0cea575e525a20479ec3575ad713c17",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-04T01:13:44Z",
    "title_canon_sha256": "ee3b8a51fbad98ea5da35a3d91220a042cda290970b3327a4fcea0f6eb1d19c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02940",
    "kind": "arxiv",
    "version": 1
  }
}