Pith Number

pith:IRQANXXO

pith:2019:IRQANXXOZMF4GNXBULOMWMQ4DY

not attested not anchored not stored refs pending

Optimization and Abstraction: A Synergistic Approach for Analyzing Neural Network Robustness

Greg Anderson, Isil Dillig, Shankara Pailoor, Swarat Chaudhuri

arxiv:1904.09959 v2 · 2019-04-22 · cs.PL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IRQANXXOZMF4GNXBULOMWMQ4DY}

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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

1 paper in Pith

A Symbolic Neural Network Representation and its Application to Understanding, Verifying, and Patching Networks

Receipt and verification

First computed	2026-05-17T23:47:15.464604Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

446006deeecb0bc336e1a2dccb321c1e30f7bc5ee6e0cc5a11422b6177a59be0

Aliases

arxiv: 1904.09959 · arxiv_version: 1904.09959v2 · doi: 10.48550/arxiv.1904.09959 · pith_short_12: IRQANXXOZMF4 · pith_short_16: IRQANXXOZMF4GNXB · pith_short_8: IRQANXXO

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/IRQANXXOZMF4GNXBULOMWMQ4DY \
  | 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: 446006deeecb0bc336e1a2dccb321c1e30f7bc5ee6e0cc5a11422b6177a59be0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "330cf56e64643305861effe697d5a07e58f97f64f4c97c342f7d4d097e9360cc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2019-04-22T17:21:52Z",
    "title_canon_sha256": "7bc52fdb99d545d8d898af2001faf19c65092c89343f3d24451f584467fda0b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.09959",
    "kind": "arxiv",
    "version": 2
  }
}