Pith Number

pith:2YZ2Y47E

pith:2024:2YZ2Y47EZ5IRI76INE3CVJF3H4

not attested not anchored not stored refs pending

Directed Exploration in Reinforcement Learning from Linear Temporal Logic

Andreas Krause, Georg Martius, Marco Bagatella

arxiv:2408.09495 v2 · 2024-08-18 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2YZ2Y47EZ5IRI76INE3CVJF3H4}

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

When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?

Receipt and verification

First computed	2026-07-05T11:18:39.405203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d633ac73e4cf51147fc869362aa4bb3f336cde7d3e0bda077a6335468e23a6b9

Aliases

arxiv: 2408.09495 · arxiv_version: 2408.09495v2 · doi: 10.48550/arxiv.2408.09495 · pith_short_12: 2YZ2Y47EZ5IR · pith_short_16: 2YZ2Y47EZ5IRI76I · pith_short_8: 2YZ2Y47E

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/2YZ2Y47EZ5IRI76INE3CVJF3H4 \
  | 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: d633ac73e4cf51147fc869362aa4bb3f336cde7d3e0bda077a6335468e23a6b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fad164356e4c025cb3e033fe8793f876d0c89811edb4ee7deb9666a982b7bbd9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-18T14:25:44Z",
    "title_canon_sha256": "470b8579aa743ff9272955249ac66a6556b960d1abb266f50f267cb57903a8af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.09495",
    "kind": "arxiv",
    "version": 2
  }
}