Pith Number

pith:C5J4ZPYM

pith:2024:C5J4ZPYMN3SEK7EWZBSL6ECCNO

not attested not anchored not stored refs pending

Verification-Aided Learning of Neural Network Barrier Functions with Termination Guarantees

Lekan Molu, Mahyar Fazlyab, Shaoru Chen

arxiv:2403.07308 v1 · 2024-03-12 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C5J4ZPYMN3SEK7EWZBSL6ECCNO}

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

Efficient Verification of Neural Control Barrier Functions with Smooth Nonlinear Activations

Receipt and verification

First computed	2026-07-05T07:55:02.035109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1753ccbf0c6ee4457c96c864bf10426b8ed8b26910614b72ce06105478b17b91

Aliases

arxiv: 2403.07308 · arxiv_version: 2403.07308v1 · doi: 10.48550/arxiv.2403.07308 · pith_short_12: C5J4ZPYMN3SE · pith_short_16: C5J4ZPYMN3SEK7EW · pith_short_8: C5J4ZPYM

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/C5J4ZPYMN3SEK7EWZBSL6ECCNO \
  | 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: 1753ccbf0c6ee4457c96c864bf10426b8ed8b26910614b72ce06105478b17b91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f101b417dbcf302fdf573171994a76803f676d0bbb04d4c94a94378758703c84",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-12T04:29:43Z",
    "title_canon_sha256": "05456344047923b7474c4a6c7d3b3791ca34823257bb83c92b7b16928ed776f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.07308",
    "kind": "arxiv",
    "version": 1
  }
}