Pith Number

pith:NP7BL44B

pith:2019:NP7BL44B6S2ARUCI63S5KNIUG4

not attested not anchored not stored refs pending

Warm-starting Contextual Bandits: Robustly Combining Supervised and Bandit Feedback

Alekh Agarwal, Chicheng Zhang, Hal Daum\'e III, John Langford, Sahand N Negahban

arxiv:1901.00301 v2 · 2019-01-02 · 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{NP7BL44B6S2ARUCI63S5KNIUG4}

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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

2 papers in Pith

Identifiable Latent Bandits: Leveraging observational data for personalized decision-making

Multi-Armed Bandits With Machine Learning-Generated Surrogate Rewards

Receipt and verification

First computed	2026-05-17T23:42:42.577748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bfe15f381f4b408d048f6e5d535143702403f6c824c82233ce9c6bbbb617751

Aliases

arxiv: 1901.00301 · arxiv_version: 1901.00301v2 · doi: 10.48550/arxiv.1901.00301 · pith_short_12: NP7BL44B6S2A · pith_short_16: NP7BL44B6S2ARUCI · pith_short_8: NP7BL44B

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/NP7BL44B6S2ARUCI63S5KNIUG4 \
  | 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: 6bfe15f381f4b408d048f6e5d535143702403f6c824c82233ce9c6bbbb617751

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe3a5a0f6819a84cfcf7227a71050e687d2448f5f2429d19750831a56dc739f3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-02T09:15:02Z",
    "title_canon_sha256": "2f145a36d13b769477c51013b9bbc3803a5489fb9d032458439cc993bb0c4f71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.00301",
    "kind": "arxiv",
    "version": 2
  }
}