Pith Number

pith:KM462O6B

pith:2025:KM462O6BQUJZNIO3L7KKA2HG5T

not attested not anchored not stored refs pending

A Scalable Approach to Probabilistic Neuro-Symbolic Robustness Verification

Alessio Lomuscio, Edward Stevinson, Georgios Paliouras, Nikolaos Manginas, Nikos Katzouris, Sherwin Varghese, Vasileios Manginas

arxiv:2502.03274 v2 · 2025-02-05 · 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{KM462O6BQUJZNIO3L7KKA2HG5T}

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

Hardware-efficient tractable probabilistic inference for TinyML Neurosymbolic AI applications

Receipt and verification

First computed	2026-07-05T11:44:44.835737Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5339ed3bc1851396a1db5fd4a068e6ecdb667ce7add76c7b0f29a68bf1b898b5

Aliases

arxiv: 2502.03274 · arxiv_version: 2502.03274v2 · doi: 10.48550/arxiv.2502.03274 · pith_short_12: KM462O6BQUJZ · pith_short_16: KM462O6BQUJZNIO3 · pith_short_8: KM462O6B

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/KM462O6BQUJZNIO3L7KKA2HG5T \
  | 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: 5339ed3bc1851396a1db5fd4a068e6ecdb667ce7add76c7b0f29a68bf1b898b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd56b05e908050140cc8a016a0f4c5b9da638e4b7d873cb93dd14e2848237572",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-05T15:29:41Z",
    "title_canon_sha256": "3d2add46aa64ba7b74aa29b2fa8aa7a28a9cd468bba2f30ef908dc1570371ea1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03274",
    "kind": "arxiv",
    "version": 2
  }
}