Pith Number

pith:3Z3GZJAP

pith:2019:3Z3GZJAPPJHNU3EFA3MN5AFEWV

not attested not anchored not stored refs pending

Modular Deep Reinforcement Learning with Temporal Logic Specifications

Alessandro Abate, Daniel Kroening, Lim Zun Yuan, Mohammadhosein Hasanbeig

arxiv:1909.11591 v2 · 2019-09-23 · cs.LG · cs.AI · cs.LO · cs.SY · eess.SY · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3Z3GZJAPPJHNU3EFA3MN5AFEWV}

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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

Learning Gait-Aware Quadruped Locomotion with Temporal Logic Specifications

Reinforcement Learning for Reachability: Guaranteeing Asymptotic Optimality

Decoupled Behavioral Cloning for Scalable Inductive Generalization in RL from Specifications

Receipt and verification

First computed	2026-07-05T00:21:37.177933Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de766ca40f7a4eda6c8506d8de80a4b5641b4245548df9cdf1d27f6a366d69c6

Aliases

arxiv: 1909.11591 · arxiv_version: 1909.11591v2 · doi: 10.48550/arxiv.1909.11591 · pith_short_12: 3Z3GZJAPPJHN · pith_short_16: 3Z3GZJAPPJHNU3EF · pith_short_8: 3Z3GZJAP

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/3Z3GZJAPPJHNU3EFA3MN5AFEWV \
  | 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: de766ca40f7a4eda6c8506d8de80a4b5641b4245548df9cdf1d27f6a366d69c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b46bcad2fabd122c2b892ed8baddebcf90342e037eea5f166da3777af2ae6ad",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LO",
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-23T18:10:00Z",
    "title_canon_sha256": "1dd7195475b7ded53764122ad4f14270cb208a76d437c513c36c75c5a537a36c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.11591",
    "kind": "arxiv",
    "version": 2
  }
}