Pith Number

pith:NCRKTLRK

pith:2023:NCRKTLRKHDGZJGQIRKS3E5EJML

not attested not anchored not stored refs pending

Linear Partial Monitoring for Sequential Decision-Making: Algorithms, Regret Bounds and Applications

Andreas Krause, Johannes Kirschner, Tor Lattimore

arxiv:2302.03683 v2 · 2023-02-07 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NCRKTLRKHDGZJGQIRKS3E5EJML}

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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

1 paper in Pith

Indirect Query Bayesian Optimization with Integrated Feedback

Receipt and verification

First computed	2026-07-05T07:12:16.027738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68a2a9ae2a38cd949a088aa5b2748962f8c50e32e0008e1f11115bf5ec6e0417

Aliases

arxiv: 2302.03683 · arxiv_version: 2302.03683v2 · doi: 10.48550/arxiv.2302.03683 · pith_short_12: NCRKTLRKHDGZ · pith_short_16: NCRKTLRKHDGZJGQI · pith_short_8: NCRKTLRK

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/NCRKTLRKHDGZJGQIRKS3E5EJML \
  | 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: 68a2a9ae2a38cd949a088aa5b2748962f8c50e32e0008e1f11115bf5ec6e0417

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce3cfbf80c2167652f9b333363270b65800cbde3e6b8488b729bd5c1e484ea5c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-07T18:58:25Z",
    "title_canon_sha256": "e5015453e8611f5fd011fe9c3f4fd24acf84f6e6f14a78454612fa794e57ed0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03683",
    "kind": "arxiv",
    "version": 2
  }
}