pith. sign in
Pith Number

pith:XE7YEKW2

pith:2017:XE7YEKW2ZGKFP6SHHWGV6GD54B
not attested not anchored not stored refs pending

Multi-step Off-policy Learning Without Importance Sampling Ratios

Ashique Rupam Mahmood, Huizhen Yu, Richard S. Sutton

arxiv:1702.03006 v1 · 2017-02-09 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XE7YEKW2ZGKFP6SHHWGV6GD54B}

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 2026-05-18T00:50:58.879993Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b93f822adac99457fa473d8d5f187de05b9282b07c518888de2c96b27eed0806

Aliases

arxiv: 1702.03006 · arxiv_version: 1702.03006v1 · doi: 10.48550/arxiv.1702.03006 · pith_short_12: XE7YEKW2ZGKF · pith_short_16: XE7YEKW2ZGKFP6SH · pith_short_8: XE7YEKW2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XE7YEKW2ZGKFP6SHHWGV6GD54B \
  | 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: b93f822adac99457fa473d8d5f187de05b9282b07c518888de2c96b27eed0806
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "053bf0e6639badbc0598227d5b647f7cb2b3df8d382380468d8e0f4fe6b5e00e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-02-09T22:36:25Z",
    "title_canon_sha256": "0bb97b3a4ae2cef6473c15e43bcb4a5ab9cc3b93f828babcae5c1d6d6296ada1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1702.03006",
    "kind": "arxiv",
    "version": 1
  }
}