Pith Number

pith:4AFE7FBJ

pith:2018:4AFE7FBJV5UBPYKKVLIWRRJQNP

not attested not anchored not stored refs pending

Logically-Constrained Reinforcement Learning

Alessandro Abate, Daniel Kroening, Mohammadhosein Hasanbeig

arxiv:1801.08099 v8 · 2018-01-24 · 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{4AFE7FBJV5UBPYKKVLIWRRJQNP}

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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

Control Synthesis from Linear Temporal Logic Specifications using Model-Free Reinforcement Learning

Formal Methods Meet LLMs: Auditing, Monitoring, and Intervention for Compliance of Advanced AI Systems

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

Receipt and verification

First computed	2026-05-17T23:53:51.757497Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e00a4f9429af6817e14aaad168c5306bd37320723e3a67a534845eb8f0814062

Aliases

arxiv: 1801.08099 · arxiv_version: 1801.08099v8 · doi: 10.48550/arxiv.1801.08099 · pith_short_12: 4AFE7FBJV5UB · pith_short_16: 4AFE7FBJV5UBPYKK · pith_short_8: 4AFE7FBJ

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/4AFE7FBJV5UBPYKKVLIWRRJQNP \
  | 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: e00a4f9429af6817e14aaad168c5306bd37320723e3a67a534845eb8f0814062

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15672051266b40fb5fba9ac7c2ef44c8ce5cc885c15674307fb95e95a02f13c6",
    "cross_cats_sorted": [
      "cs.LO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-01-24T17:50:30Z",
    "title_canon_sha256": "17a79c517fd8f4f4c74343016894200e6a4b96fc905801c466e3ca490f8ec770"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1801.08099",
    "kind": "arxiv",
    "version": 8
  }
}