Pith Number

pith:53IFIQSU

pith:2025:53IFIQSUY4IERS5H534NGMWD3C

not attested not anchored not stored refs pending

Learning Probabilistic Temporal Logic Specifications for Stochastic Systems

David Parker, Marta Kwiatkowska, Rajarshi Roy, Yash Pote

arxiv:2505.12107 v1 · 2025-05-17 · cs.LO · cs.AI · cs.FL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{53IFIQSUY4IERS5H534NGMWD3C}

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

SpecRLBench: A Benchmark for Generalization in Specification-Guided Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:04:58.695517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eed0544254c71048cba7eef8d332c3d8a09a8e31f2d33580085f6bb49d48e567

Aliases

arxiv: 2505.12107 · arxiv_version: 2505.12107v1 · doi: 10.48550/arxiv.2505.12107 · pith_short_12: 53IFIQSUY4IE · pith_short_16: 53IFIQSUY4IERS5H · pith_short_8: 53IFIQSU

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/53IFIQSUY4IERS5H534NGMWD3C \
  | 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: eed0544254c71048cba7eef8d332c3d8a09a8e31f2d33580085f6bb49d48e567

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cb761189044ef2349634c0fb9dbd74db34903b0ade5000c90a5b41e1b31ab19",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.FL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LO",
    "submitted_at": "2025-05-17T18:19:35Z",
    "title_canon_sha256": "11743306837efcf2c6c67292cf6adf225677c5befd7e2bc754a01fae095ccdf7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12107",
    "kind": "arxiv",
    "version": 1
  }
}