Pith Number

pith:DXZ452ZV

pith:2025:DXZ452ZVIPOFQJYYLZ77GCKJGG

not attested not anchored not stored refs pending

Contextual Linear Bandits with Delay as Payoff

Haipeng Luo, Mengxiao Zhang, Yingfei Wang

arxiv:2502.12528 v2 · 2025-02-18 · 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{DXZ452ZVIPOFQJYYLZ77GCKJGG}

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

Online Survival Analysis: A Bandit Approach under Cox PH Model

Receipt and verification

First computed	2026-07-05T10:17:18.083037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1df3ceeb3543dc5827185e7ff3094931a9ef3011e3152b2449f3a95defd82181

Aliases

arxiv: 2502.12528 · arxiv_version: 2502.12528v2 · doi: 10.48550/arxiv.2502.12528 · pith_short_12: DXZ452ZVIPOF · pith_short_16: DXZ452ZVIPOFQJYY · pith_short_8: DXZ452ZV

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/DXZ452ZVIPOFQJYYLZ77GCKJGG \
  | 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: 1df3ceeb3543dc5827185e7ff3094931a9ef3011e3152b2449f3a95defd82181

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed3f6252ac77a726356f6bf4c65ea6b45a7ecd5aeb3d10e90757804f7c73e7b6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-18T04:32:51Z",
    "title_canon_sha256": "27f100b4508f097caa50caaa2d0cdd82ee27136a98de757cc911604d986aad8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12528",
    "kind": "arxiv",
    "version": 2
  }
}