Pith Number

pith:KSNFZQFT

pith:2024:KSNFZQFTORKIQVOYOHFJ5NEJDY

not attested not anchored not stored refs pending

POTEC: Off-Policy Learning for Large Action Spaces via Two-Stage Policy Decomposition

Jihan Yao, Thorsten Joachims, Yuta Saito

arxiv:2402.06151 v1 · 2024-02-09 · 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{KSNFZQFTORKIQVOYOHFJ5NEJDY}

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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

3 papers in Pith

Off-Policy Learning with Limited Supply

Offline Contextual Bandits in the Presence of New Actions

Off-Policy Learning with Limited Supply

Receipt and verification

First computed	2026-07-05T07:43:19.425775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

549a5cc0b374548855d871ca9eb4891e27c66de9f491fd8c8eea97bd7d2e2e8e

Aliases

arxiv: 2402.06151 · arxiv_version: 2402.06151v1 · doi: 10.48550/arxiv.2402.06151 · pith_short_12: KSNFZQFTORKI · pith_short_16: KSNFZQFTORKIQVOY · pith_short_8: KSNFZQFT

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/KSNFZQFTORKIQVOYOHFJ5NEJDY \
  | 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: 549a5cc0b374548855d871ca9eb4891e27c66de9f491fd8c8eea97bd7d2e2e8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5be3e9f92b1515591cfa8ac0ac8ca1ff368d0b8d948694d066f58f986ab32dcf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-09T03:01:13Z",
    "title_canon_sha256": "cdf6dd81780449e144754d60362457387adfab2e6326f0ee63f37a32ff5da9b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06151",
    "kind": "arxiv",
    "version": 1
  }
}