Pith Number

pith:X4G3D7PB

pith:2024:X4G3D7PBVKZQ5BZGLURK2MZNWU

not attested not anchored not stored refs pending

Logarithmic Smoothing for Pessimistic Off-Policy Evaluation, Selection and Learning

Imad Aouali, Nicolas Chopin, Otmane Sakhi, Pierre Alquier

arxiv:2405.14335 v2 · 2024-05-23 · stat.ML · 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{X4G3D7PBVKZQ5BZGLURK2MZNWU}

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	2026-07-05T09:28:49.889653Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf0db1fde1aab30e87265d22ad332db515b6594f92a519b02d05e3c8601814ef

Aliases

arxiv: 2405.14335 · arxiv_version: 2405.14335v2 · doi: 10.48550/arxiv.2405.14335 · pith_short_12: X4G3D7PBVKZQ · pith_short_16: X4G3D7PBVKZQ5BZG · pith_short_8: X4G3D7PB

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/X4G3D7PBVKZQ5BZGLURK2MZNWU \
  | 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: bf0db1fde1aab30e87265d22ad332db515b6594f92a519b02d05e3c8601814ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7fb9896c20fdc60bfc08172119ee2085f18fdba75ef4fd31298fca6df98fe00",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-05-23T09:07:27Z",
    "title_canon_sha256": "0508f21577a7864473cad4da2d65a2a4c620078d64080e0d7a2ad39759ecd9d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14335",
    "kind": "arxiv",
    "version": 2
  }
}