Pith Number

pith:7MR3O4GY

pith:2023:7MR3O4GYMMUWKEDEQ4XUHCY77F

not attested not anchored not stored refs pending

Expressivity of ReLU-Networks under Convex Relaxations

Mark Niklas M\"uller, Martin Vechev, Maximilian Baader, Yuhao Mao

arxiv:2311.04015 v1 · 2023-11-07 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7MR3O4GYMMUWKEDEQ4XUHCY77F}

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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

It's Much Easier for Neural Networks to learn Game of Life Dynamics with the Right Activation Function: Polynomial Kolmogorov-Arnold Networks

Receipt and verification

First computed	2026-07-05T07:10:09.740370Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb23b770d86329651064872f438b1ff94afa2100cd2e302969e7577099bf79d8

Aliases

arxiv: 2311.04015 · arxiv_version: 2311.04015v1 · doi: 10.48550/arxiv.2311.04015 · pith_short_12: 7MR3O4GYMMUW · pith_short_16: 7MR3O4GYMMUWKEDE · pith_short_8: 7MR3O4GY

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/7MR3O4GYMMUWKEDEQ4XUHCY77F \
  | 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: fb23b770d86329651064872f438b1ff94afa2100cd2e302969e7577099bf79d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40137d995705d59dc8fb4b5eb11fda7a6f538cce446f9ff14d8796918164955b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-07T14:14:15Z",
    "title_canon_sha256": "065e9f85e2f1f2204e3b59211eb670c490713be5dd5ba97e0195c2c2c303d32d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.04015",
    "kind": "arxiv",
    "version": 1
  }
}