Pith Number

pith:G6AKPF5T

pith:2024:G6AKPF5TXBEVVSE2PZZFSCEBQP

not attested not anchored not stored refs pending

Neural Network Verification with Branch-and-Bound for General Nonlinearities

Cho-Jui Hsieh, Huan Zhang, Qirui Jin, Suman Jana, Zhouxing Shi, Zico Kolter

arxiv:2405.21063 v3 · 2024-05-31 · 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{G6AKPF5TXBEVVSE2PZZFSCEBQP}

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

4 papers in Pith

Neural Network Verification using Partial Multi-Neuron Relaxation

Certified Training with Branch-and-Bound for Lyapunov-stable Neural Control

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification

Receipt and verification

First computed	2026-07-05T10:11:20.345794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3780a797b3b8495ac89a7e7259088183f2ccec446cbfde6ba93f61cf26fe9ec1

Aliases

arxiv: 2405.21063 · arxiv_version: 2405.21063v3 · doi: 10.48550/arxiv.2405.21063 · pith_short_12: G6AKPF5TXBEV · pith_short_16: G6AKPF5TXBEVVSE2 · pith_short_8: G6AKPF5T

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/G6AKPF5TXBEVVSE2PZZFSCEBQP \
  | 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: 3780a797b3b8495ac89a7e7259088183f2ccec446cbfde6ba93f61cf26fe9ec1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48139b633db7d98a2e2162f05c48511a5f61c4860d7f6b8f7b460ed10ad76d90",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-31T17:51:07Z",
    "title_canon_sha256": "d05a12964123dc9e81acbba48ef58e29b15fa166087ed7de1f9262ad92ec4092"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.21063",
    "kind": "arxiv",
    "version": 3
  }
}