Pith Number

pith:2E2VDAKT

pith:2025:2E2VDAKTR2GPSDEKVOABFCZDMA

not attested not anchored not stored refs pending

Advancing Constrained Monotonic Neural Networks: Achieving Universal Approximation Beyond Bounded Activations

Alberto Sinigaglia, Davide Sartor, Gian Antonio Susto

arxiv:2505.02537 v2 · 2025-05-05 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2E2VDAKTR2GPSDEKVOABFCZDMA}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Receipt and verification

First computed	2026-07-05T10:59:10.358031Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1355181538e8cf90c8aab80128b2360382d8c39f8f40a2065133468f0122371

Aliases

arxiv: 2505.02537 · arxiv_version: 2505.02537v2 · doi: 10.48550/arxiv.2505.02537 · pith_short_12: 2E2VDAKTR2GP · pith_short_16: 2E2VDAKTR2GPSDEK · pith_short_8: 2E2VDAKT

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/2E2VDAKTR2GPSDEKVOABFCZDMA \
  | 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: d1355181538e8cf90c8aab80128b2360382d8c39f8f40a2065133468f0122371

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6584c4b43f918681ace2835093a6630b88a61ba53de9182faa0fb2945178dfc",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-05T10:18:48Z",
    "title_canon_sha256": "e214a55ad8c1f8458aca97d1837a924e472383bba4e6ccad2a5e0bce8e1cb5ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02537",
    "kind": "arxiv",
    "version": 2
  }
}