Pith Number

pith:UXYTK7QN

pith:2025:UXYTK7QND33XLWGKQGSRMYJVH5

not attested not anchored not stored refs pending

Neural DNF-MT: A Neuro-symbolic Approach for Learning Interpretable and Editable Policies

Alessandra Russo, Kexin Gu Baugh, Luke Dickens

arxiv:2501.03888 v4 · 2025-01-07 · cs.AI · 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{UXYTK7QND33XLWGKQGSRMYJVH5}

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

GLARE: A Natural Language Interface for Querying Global Explanations

Receipt and verification

First computed	2026-07-05T10:53:14.730912Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5f1357e0d1ef775d8ca81a51661353f52915eeaa9fa224430a8c1f102dc9c94

Aliases

arxiv: 2501.03888 · arxiv_version: 2501.03888v4 · doi: 10.48550/arxiv.2501.03888 · pith_short_12: UXYTK7QND33X · pith_short_16: UXYTK7QND33XLWGK · pith_short_8: UXYTK7QN

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/UXYTK7QND33XLWGKQGSRMYJVH5 \
  | 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: a5f1357e0d1ef775d8ca81a51661353f52915eeaa9fa224430a8c1f102dc9c94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94cbcdad16f3276bd1f492eb2236ad87fe49172c03a6ded2def41eab6ca85181",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.LO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-07T15:51:49Z",
    "title_canon_sha256": "3b82140c116d652bff5e36b81006e7188fb37df915fe79b629de440726d0789c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03888",
    "kind": "arxiv",
    "version": 4
  }
}