pith. sign in
Pith Number

pith:2VQFWYYA

pith:2018:2VQFWYYA6CMSC7QWWN5OBM4CLD
not attested not anchored not stored refs pending

Omega-Regular Objectives in Model-Free Reinforcement Learning

Ashutosh Trivedi, Dominik Wojtczak, Ernst Moritz Hahn, Fabio Somenzi, Mateo Perez, Sven Schewe

arxiv:1810.00950 v1 · 2018-09-26 · cs.LO · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2VQFWYYA6CMSC7QWWN5OBM4CLD}

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 2026-05-18T00:04:19.477268Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d5605b6300f099217e16b37ae0b38258cbcaeb2be17b6651e18f4cee8db030d5

Aliases

arxiv: 1810.00950 · arxiv_version: 1810.00950v1 · doi: 10.48550/arxiv.1810.00950 · pith_short_12: 2VQFWYYA6CMS · pith_short_16: 2VQFWYYA6CMSC7QW · pith_short_8: 2VQFWYYA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2VQFWYYA6CMSC7QWWN5OBM4CLD \
  | 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: d5605b6300f099217e16b37ae0b38258cbcaeb2be17b6651e18f4cee8db030d5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7a4e672c80ae9cd9ac3fd2c6e8a468ff4dfac4595fbe4cd6c381f1d6d4b2e9ff",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LO",
    "submitted_at": "2018-09-26T18:04:56Z",
    "title_canon_sha256": "c82be01f8afadd9af85f64145bc2bd50a1f8a28efb5090a950288d047c5f7696"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.00950",
    "kind": "arxiv",
    "version": 1
  }
}