Pith Number

pith:X6QRV6O4

pith:2020:X6QRV6O4AZY52NVWECFA4OGML3

not attested not anchored not stored refs pending

Counterexample-Guided Learning of Monotonic Neural Networks

Aishwarya Sivaraman, Golnoosh Farnadi, Guy Van den Broeck, Todd Millstein

arxiv:2006.08852 v1 · 2020-06-16 · cs.LG · 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{X6QRV6O4AZY52NVWECFA4OGML3}

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.

Receipt and verification

First computed	2026-07-05T01:10:43.644296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfa11af9dc0671dd36b6208a0e38cc5ef1c1394b9a065752728b214390922fe4

Aliases

arxiv: 2006.08852 · arxiv_version: 2006.08852v1 · doi: 10.48550/arxiv.2006.08852 · pith_short_12: X6QRV6O4AZY5 · pith_short_16: X6QRV6O4AZY52NVW · pith_short_8: X6QRV6O4

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/X6QRV6O4AZY52NVWECFA4OGML3 \
  | 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: bfa11af9dc0671dd36b6208a0e38cc5ef1c1394b9a065752728b214390922fe4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1732449ba8f92a6a54df396e5cb34b9d2004364ff953972f7549c7ffc86adee9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-16T01:04:26Z",
    "title_canon_sha256": "a689ad838462b57c1e6faf9cd10d674cf49d9fc359847f022f107efc10504560"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.08852",
    "kind": "arxiv",
    "version": 1
  }
}