Pith Number

pith:56STNILH

pith:2022:56STNILHMD5HPPSV76Z5NUJSWM

not attested not anchored not stored refs pending

Optimizing Objective Functions from Trained ReLU Neural Networks via Sampling

Asterios Tsiourvas, Georgia Perakis

arxiv:2205.14189 v2 · 2022-05-27 · math.OC · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{56STNILHMD5HPPSV76Z5NUJSWM}

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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

Relaxation-Informed Training of Neural Network Surrogate Models

Receipt and verification

First computed	2026-07-05T04:29:13.949887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

efa536a16760fa77be55ffb3d6d132b3019645877c39100b8c041e39d35d7705

Aliases

arxiv: 2205.14189 · arxiv_version: 2205.14189v2 · doi: 10.48550/arxiv.2205.14189 · pith_short_12: 56STNILHMD5H · pith_short_16: 56STNILHMD5HPPSV · pith_short_8: 56STNILH

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/56STNILHMD5HPPSV76Z5NUJSWM \
  | 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: efa536a16760fa77be55ffb3d6d132b3019645877c39100b8c041e39d35d7705

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36d3c399201d42c75e0f8783344128c1611f46b047aa456e1c17ae91a0c1a4a7",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2022-05-27T18:35:48Z",
    "title_canon_sha256": "3775b04e4d461e170f2f4ff4ffbe8f12ea37bfc0de60a1482fe3ab59bbd140b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.14189",
    "kind": "arxiv",
    "version": 2
  }
}