Pith Number

pith:SUEVI5JL

pith:2020:SUEVI5JLHLNPELCPTAMSIQ7PWM

not attested not anchored not stored refs pending

Fast and Complete: Enabling Complete Neural Network Verification with Rapid and Massively Parallel Incomplete Verifiers

Cho-Jui Hsieh, Huan Zhang, Kaidi Xu, Shiqi Wang, Suman Jana, Xue Lin, Yihan Wang

arxiv:2011.13824 v2 · 2020-11-27 · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{SUEVI5JLHLNPELCPTAMSIQ7PWM}

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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

7 papers in Pith

Neural Network Verification using Partial Multi-Neuron Relaxation

Tensor-Based Batch Fuzzing with Adaptive Perturbation Scaling for Deep Neural Networks

Stress-Testing Neural Network Verifiers with Provably Robust Instances

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification

Receipt and verification

First computed	2026-07-05T02:23:19.779894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

950954752b3adaf22c4f98192443efb318492885e400ae96562d61794f4d8697

Aliases

arxiv: 2011.13824 · arxiv_version: 2011.13824v2 · doi: 10.48550/arxiv.2011.13824 · pith_short_12: SUEVI5JLHLNP · pith_short_16: SUEVI5JLHLNPELCP · pith_short_8: SUEVI5JL

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/SUEVI5JLHLNPELCPTAMSIQ7PWM \
  | 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: 950954752b3adaf22c4f98192443efb318492885e400ae96562d61794f4d8697

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86db0a5cffff90b4918c28f1e10be83db59f4118eb6801a482adbf1c4fa410e3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-11-27T16:42:12Z",
    "title_canon_sha256": "82a0ce815390ad371a2ab0998740dd567b45c7c7307b00e610399a4573d973c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.13824",
    "kind": "arxiv",
    "version": 2
  }
}