Pith Number

pith:D6E2LJ6R

pith:2020:D6E2LJ6R7LZQ7HUQTRS2BCMPSR

not attested not anchored not stored refs pending

Applying Multi-armed Bandit Algorithms to Computational Advertising

Kazem Jahanbakhsh

arxiv:2011.10919 v1 · 2020-11-22 · cs.IR · cs.DS · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D6E2LJ6R7LZQ7HUQTRS2BCMPSR}

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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

From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation

Receipt and verification

First computed	2026-07-05T01:53:27.400482Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f89a5a7d1faf30f9e909c65a0898f9448422d1b15f0984ba1c4cab81c8764de

Aliases

arxiv: 2011.10919 · arxiv_version: 2011.10919v1 · doi: 10.48550/arxiv.2011.10919 · pith_short_12: D6E2LJ6R7LZQ · pith_short_16: D6E2LJ6R7LZQ7HUQ · pith_short_8: D6E2LJ6R

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/D6E2LJ6R7LZQ7HUQTRS2BCMPSR \
  | 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: 1f89a5a7d1faf30f9e909c65a0898f9448422d1b15f0984ba1c4cab81c8764de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "953d50283194b8df43ab25a022a4f82435329d6ac62ff50410d154acb2874f51",
    "cross_cats_sorted": [
      "cs.DS",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2020-11-22T03:23:13Z",
    "title_canon_sha256": "6bdd4491a7e1a6e798099ddd2745efd5e1d5cefbed1a4fa671c520986d19911e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.10919",
    "kind": "arxiv",
    "version": 1
  }
}