Pith Number

pith:NEWXE3ON

pith:2023:NEWXE3ONPP5G7O6UNZONRT4WNI

not attested not anchored not stored refs pending

Smooth Min-Max Monotonic Networks

Christian Igel

arxiv:2306.01147 v3 · 2023-06-01 · 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{NEWXE3ONPP5G7O6UNZONRT4WNI}

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

2 papers in Pith

Fitting scattered data with optional monotonicity constraints on GPU: LipFit package

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising

Receipt and verification

First computed	2026-07-05T08:23:09.312361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

692d726dcd7bfa6fbbd46e5cd8cf966a2dd563b7d4e46f5c4c619a2a2cdbec36

Aliases

arxiv: 2306.01147 · arxiv_version: 2306.01147v3 · doi: 10.48550/arxiv.2306.01147 · pith_short_12: NEWXE3ONPP5G · pith_short_16: NEWXE3ONPP5G7O6U · pith_short_8: NEWXE3ON

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/NEWXE3ONPP5G7O6UNZONRT4WNI \
  | 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: 692d726dcd7bfa6fbbd46e5cd8cf966a2dd563b7d4e46f5c4c619a2a2cdbec36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef10e5823db30a52c883e2c45618cd04a0bc4bf89a5eaf85ae2ef68f3e7baaf8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-01T21:03:06Z",
    "title_canon_sha256": "8432da36885d988bb3cbf7401165abf198a0bc1f11e243948af4c57b67b0328b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.01147",
    "kind": "arxiv",
    "version": 3
  }
}