Pith Number

pith:XSOUAHQV

pith:2022:XSOUAHQVO5GP5A4KUYHZJCC4L4

not attested not anchored not stored refs pending

Low Variance Off-policy Evaluation with State-based Importance Sampling

David M. Bossens, Philip S. Thomas

arxiv:2212.03932 v5 · 2022-12-07 · cs.LG · 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{XSOUAHQVO5GP5A4KUYHZJCC4L4}

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

Concept-driven Off Policy Evaluation

Receipt and verification

First computed	2026-07-05T08:15:34.540746Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bc9d401e15774cfe838aa60f94885c5f317eabaac63f35dbf40e1864ec1caee6

Aliases

arxiv: 2212.03932 · arxiv_version: 2212.03932v5 · doi: 10.48550/arxiv.2212.03932 · pith_short_12: XSOUAHQVO5GP · pith_short_16: XSOUAHQVO5GP5A4K · pith_short_8: XSOUAHQV

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/XSOUAHQVO5GP5A4KUYHZJCC4L4 \
  | 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: bc9d401e15774cfe838aa60f94885c5f317eabaac63f35dbf40e1864ec1caee6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c7f19d44296b263f79a047f53d998097e6126c342b72ab1e778d5c12f649c65",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-07T19:56:11Z",
    "title_canon_sha256": "a1171b16179218c4bb1961b3fb3ebe8e95caaaa7f4576ddcba0015d187024a66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.03932",
    "kind": "arxiv",
    "version": 5
  }
}