Pith Number

pith:4BKZLI6E

pith:2023:4BKZLI6ETBVXCCWO6DELBPC3OO

not attested not anchored not stored refs pending

Sample Efficient Model-free Reinforcement Learning from LTL Specifications with Optimality Guarantees

Daqian Shao, Marta Kwiatkowska

arxiv:2305.01381 v2 · 2023-05-02 · cs.LG · cs.AI · cs.FL · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4BKZLI6ETBVXCCWO6DELBPC3OO}

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	2026-07-05T07:04:46.710185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e05595a3c4986b710acef0c8b0bc5b73af4d381371ca57d48c5e9290edfb24fa

Aliases

arxiv: 2305.01381 · arxiv_version: 2305.01381v2 · doi: 10.48550/arxiv.2305.01381 · pith_short_12: 4BKZLI6ETBVX · pith_short_16: 4BKZLI6ETBVXCCWO · pith_short_8: 4BKZLI6E

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/4BKZLI6ETBVXCCWO6DELBPC3OO \
  | 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: e05595a3c4986b710acef0c8b0bc5b73af4d381371ca57d48c5e9290edfb24fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8aa84804405f3fd668c8ffc1d4767b157fc7487da63b2b3a3869b7ee84d96bc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.FL",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-02T12:57:05Z",
    "title_canon_sha256": "05e91177aa4cdcd051d37360b76dfd87df14777e60c831f3dfe85dffbffc7f37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.01381",
    "kind": "arxiv",
    "version": 2
  }
}