Pith Number

pith:7C6GE53M

pith:2025:7C6GE53MYNZXWIQ4FYPMFCJFA6

not attested not anchored not stored refs pending

Off-Policy Learning in Large Action Spaces: Optimization Matters More Than Estimation

Imad Aouali, Otmane Sakhi

arxiv:2509.03456 v2 · 2025-09-03 · 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{7C6GE53MYNZXWIQ4FYPMFCJFA6}

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	2026-06-02T03:04:34.058168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8bc62776cc3737b221c2e1ec28925079de79d53c16d6c6a06384cea9f5349d7

Aliases

arxiv: 2509.03456 · arxiv_version: 2509.03456v2 · doi: 10.48550/arxiv.2509.03456 · pith_short_12: 7C6GE53MYNZX · pith_short_16: 7C6GE53MYNZXWIQ4 · pith_short_8: 7C6GE53M

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/7C6GE53MYNZXWIQ4FYPMFCJFA6 \
  | 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: f8bc62776cc3737b221c2e1ec28925079de79d53c16d6c6a06384cea9f5349d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d05425c73c2f83e50b0b5b135d4a51e529151b02faaa689350dcb5d7cb69478b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-09-03T16:25:45Z",
    "title_canon_sha256": "cb0d1550a96ce75bef0d405ae75e476eba219aa4bf0c592a29c980971a8875ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.03456",
    "kind": "arxiv",
    "version": 2
  }
}