Pith Number

pith:JQYI7E5C

pith:2024:JQYI7E5CNHWIYFIAEIIRB7FZZ6

not attested not anchored not stored refs pending

Sample-Efficient Reinforcement Learning with Temporal Logic Objectives: Leveraging the Task Specification to Guide Exploration

Jun Wang, Yiannis Kantaros

arxiv:2410.12136 v1 · 2024-10-16 · cs.RO · 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{JQYI7E5CNHWIYFIAEIIRB7FZZ6}

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.

Receipt and verification

First computed	2026-07-05T09:21:14.754700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c308f93a269ec8c1500221110fcb9cf95ee386fdc1298b513f8daff24d6f3da

Aliases

arxiv: 2410.12136 · arxiv_version: 2410.12136v1 · doi: 10.48550/arxiv.2410.12136 · pith_short_12: JQYI7E5CNHWI · pith_short_16: JQYI7E5CNHWIYFIA · pith_short_8: JQYI7E5C

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/JQYI7E5CNHWIYFIAEIIRB7FZZ6 \
  | 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: 4c308f93a269ec8c1500221110fcb9cf95ee386fdc1298b513f8daff24d6f3da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8df86d1ee223f63accef013cc1327eac27e5527159214474f7bdd4b25d4b5528",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2024-10-16T00:53:41Z",
    "title_canon_sha256": "fa5e3a0fd3e1397e082a999ec5d796c3932817867c5d6fd2f6ed8a0c26d9a010"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12136",
    "kind": "arxiv",
    "version": 1
  }
}