Pith Number

pith:Z47JLH2M

pith:2024:Z47JLH2MITCBFKXAVQGDLNMIQ2

not attested not anchored not stored refs pending

BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts

Andrea Passerini, Antonio Vergari, Emanuele Marconato, Emile van Krieken, Samuele Bortolotti, Stefano Teso

arxiv:2402.12240 v1 · 2024-02-19 · 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{Z47JLH2MITCBFKXAVQGDLNMIQ2}

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

A Scalable Approach to Probabilistic Neuro-Symbolic Robustness Verification

Receipt and verification

First computed	2026-07-05T07:46:50.951037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf3e959f4c44c412aae0ac0c35b58886b5338422b4b88e16be52630545429581

Aliases

arxiv: 2402.12240 · arxiv_version: 2402.12240v1 · doi: 10.48550/arxiv.2402.12240 · pith_short_12: Z47JLH2MITCB · pith_short_16: Z47JLH2MITCBFKXA · pith_short_8: Z47JLH2M

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/Z47JLH2MITCBFKXAVQGDLNMIQ2 \
  | 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: cf3e959f4c44c412aae0ac0c35b58886b5338422b4b88e16be52630545429581

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "102e8a426e67e70b4b2e9ed134874dc82ad414dd793993a0963f33f34fdbbcca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-19T15:54:36Z",
    "title_canon_sha256": "d28dd189ba2c74819a64b13a372689e6669ca91fdb01c33e65bf7a0ed957adc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12240",
    "kind": "arxiv",
    "version": 1
  }
}