Pith Number

pith:OEXQUQQZ

pith:2023:OEXQUQQZG5KEL57VD5PMDLL6Q6

not attested not anchored not stored refs pending

Globally Optimal Training of Neural Networks with Threshold Activation Functions

Halil Ibrahim Gulluk, Jonathan Lacotte, Mert Pilanci, Tolga Ergen

arxiv:2303.03382 v1 · 2023-03-06 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{OEXQUQQZG5KEL57VD5PMDLL6Q6}

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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

2 papers in Pith

A Composite Activation Function for Learning Stable Binary Representations

Neural Network Optimization Reimagined: Decoupled Techniques for Scratch and Fine-Tuning

Receipt and verification

First computed	2026-07-05T05:48:29.042440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

712f0a4219375445f7f51f5ec1ad7e87a5c43d28e1161fe1b18e3b8faedd3bef

Aliases

arxiv: 2303.03382 · arxiv_version: 2303.03382v1 · doi: 10.48550/arxiv.2303.03382 · pith_short_12: OEXQUQQZG5KE · pith_short_16: OEXQUQQZG5KEL57V · pith_short_8: OEXQUQQZ

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/OEXQUQQZG5KEL57VD5PMDLL6Q6 \
  | 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: 712f0a4219375445f7f51f5ec1ad7e87a5c43d28e1161fe1b18e3b8faedd3bef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d575e43df5f4678549259d818dd29cde20e02fb11b51890690aad19d4c377729",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-06T18:59:13Z",
    "title_canon_sha256": "d3ca43919b2b47b18d60f15762c7783f5b87fdda2d556459ffec620b5a805813"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.03382",
    "kind": "arxiv",
    "version": 1
  }
}