Pith. sign in
Pith Number

pith:BQWZ6XCY

pith:2025:BQWZ6XCYT25STFVH7MDX24QX35
not attested not anchored not stored refs pending

Learning Nonlinearity of Boolean Functions: An Experimentation with Neural Networks

Anupam Chattopadhyay, Nandish Chattopadhyay, Sriram Ranga

arxiv:2502.01060 v1 · 2025-02-03 · cs.LG · cs.AI · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BQWZ6XCYT25STFVH7MDX24QX35}

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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.
Receipt and verification
First computed 2026-07-05T10:08:42.407648Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0c2d9f5c589ebb2996a7fb077d7217df586d73cee0e5d5fbaf2301f9a883c2f3

Aliases

arxiv: 2502.01060 · arxiv_version: 2502.01060v1 · doi: 10.48550/arxiv.2502.01060 · pith_short_12: BQWZ6XCYT25S · pith_short_16: BQWZ6XCYT25STFVH · pith_short_8: BQWZ6XCY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BQWZ6XCYT25STFVH7MDX24QX35 \
  | 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: 0c2d9f5c589ebb2996a7fb077d7217df586d73cee0e5d5fbaf2301f9a883c2f3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3ce7ae5b0cf21c15705ce422573cd8fe2a22900edda6785c8bf4fd7f627f8ba2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T05:10:25Z",
    "title_canon_sha256": "b632a87bcf3ae3deb927168b2c115250f4042d28d98a2a4b0600355375bfc143"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01060",
    "kind": "arxiv",
    "version": 1
  }
}