Pith Number

pith:WGGFSALT

pith:2025:WGGFSALTTX6BQLZG73EMUJGNRD

not attested not anchored not stored refs pending

A General Framework for Property-Driven Machine Learning

Colin Kessler, Ekaterina Komendantskaya, Marco Casadio, Rosemary Monahan, Thomas Flinkow

arxiv:2505.00466 v2 · 2025-05-01 · cs.LG · cs.LO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WGGFSALTTX6BQLZG73EMUJGNRD}

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

3 papers in Pith

Vancomycert: A Certified Neuro-Symbolic Drug Delivery System (Case Study)

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification

Receipt and verification

First computed	2026-07-05T11:26:04.039055Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b18c5901739dfc182f26fec8ca24cd88dd1d88e36f96ae45639b5eacdfcd23af

Aliases

arxiv: 2505.00466 · arxiv_version: 2505.00466v2 · doi: 10.48550/arxiv.2505.00466 · pith_short_12: WGGFSALTTX6B · pith_short_16: WGGFSALTTX6BQLZG · pith_short_8: WGGFSALT

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/WGGFSALTTX6BQLZG73EMUJGNRD \
  | 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: b18c5901739dfc182f26fec8ca24cd88dd1d88e36f96ae45639b5eacdfcd23af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e282afd009da0929e072301f84f068fff9130fe620256207716243cf0b30cd9",
    "cross_cats_sorted": [
      "cs.LO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-01T11:33:38Z",
    "title_canon_sha256": "c4ccbe54ba4040ee78b18505b67b1845abf871c6daa073fd19887b3c21a8ba16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.00466",
    "kind": "arxiv",
    "version": 2
  }
}