Pith Number

pith:S5L3RLLX

pith:2023:S5L3RLLXC6SFGHFIDI3I75RCML

not attested not anchored not stored refs pending

Sample Complexity of Preference-Based Nonparametric Off-Policy Evaluation with Deep Networks

Mengdi Wang, Minshuo Chen, Xiang Ji, Zihao Li

arxiv:2310.10556 v2 · 2023-10-16 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S5L3RLLXC6SFGHFIDI3I75RCML}

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	2026-07-05T07:49:34.125134Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9757b8ad7717a4531ca81a368ff62262d15280fdd18f6c1270b82dd29bcd7054

Aliases

arxiv: 2310.10556 · arxiv_version: 2310.10556v2 · doi: 10.48550/arxiv.2310.10556 · pith_short_12: S5L3RLLXC6SF · pith_short_16: S5L3RLLXC6SFGHFI · pith_short_8: S5L3RLLX

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/S5L3RLLXC6SFGHFIDI3I75RCML \
  | 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: 9757b8ad7717a4531ca81a368ff62262d15280fdd18f6c1270b82dd29bcd7054

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7802cf0cef729b5333d6093cd22d7613820442c3a65ce7431cc25352df1681d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-16T16:27:06Z",
    "title_canon_sha256": "a99d9258115a812d617d771dc2836232bc48de1e31e9751a789cc6f14586e530"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10556",
    "kind": "arxiv",
    "version": 2
  }
}