Pith Number

pith:FG5JC3IA

pith:2020:FG5JC3IAVMNGEX7GAN6YZLFTKV

not attested not anchored not stored refs pending

Instance-Dependent Complexity of Contextual Bandits and Reinforcement Learning: A Disagreement-Based Perspective

Alexander Rakhlin, David Simchi-Levi, Dylan J. Foster, Yunzong Xu

arxiv:2010.03104 v1 · 2020-10-07 · cs.LG · math.ST · stat.ML · stat.TH

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\usepackage{pith}
\pithnumber{FG5JC3IAVMNGEX7GAN6YZLFTKV}

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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

The Sample Complexity of Multiclass and Sparse Contextual Bandits

Receipt and verification

First computed	2026-07-05T01:40:59.775510Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29ba916d00ab1a625fe6037d8cacb35569a20757594ec853dc599095d5165cc1

Aliases

arxiv: 2010.03104 · arxiv_version: 2010.03104v1 · doi: 10.48550/arxiv.2010.03104 · pith_short_12: FG5JC3IAVMNG · pith_short_16: FG5JC3IAVMNGEX7G · pith_short_8: FG5JC3IA

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/FG5JC3IAVMNGEX7GAN6YZLFTKV \
  | 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: 29ba916d00ab1a625fe6037d8cacb35569a20757594ec853dc599095d5165cc1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "293bc2ab08618c44a66a4cd641647d6a717e03846cc5bad715f56b2ee9944704",
    "cross_cats_sorted": [
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-07T01:33:06Z",
    "title_canon_sha256": "3289b635d81ad899cea83da3924cb842deaed5673de06de9ac9fa9c4c7f93680"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.03104",
    "kind": "arxiv",
    "version": 1
  }
}