Pith Number

pith:7IQRWTXB

pith:2024:7IQRWTXBRJUGYPQWRZ2PX44PMA

not attested not anchored not stored refs pending

Assouad, Fano, and Le Cam with Interaction: A Unifying Lower Bound Framework and Characterization for Bandit Learnability

Alexander Rakhlin, Dylan J. Foster, Fan Chen, Jian Qian, Yanjun Han, Yunbei Xu

arxiv:2410.05117 v2 · 2024-10-07 · cs.LG · cs.IT · math.IT · math.ST · stat.ML · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7IQRWTXBRJUGYPQWRZ2PX44PMA}

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

6 papers in Pith

Pointwise Complexity for Gaussian Fields: Upper Envelopes, Algorithmic Lower Bounds, and Separation

Bellman-sufficient Information Complexity

Pointwise Complexity for Gaussian Fields: Upper Envelopes, Algorithmic Lower Bounds, and Separation

The Sample Complexity of Multiclass and Sparse Contextual Bandits

Receipt and verification

First computed	2026-07-05T09:45:55.955953Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa211b4ee18a686c3e168e74fbf38f601bfb53d3cb4b4b9cd94ef745a95ccce1

Aliases

arxiv: 2410.05117 · arxiv_version: 2410.05117v2 · doi: 10.48550/arxiv.2410.05117 · pith_short_12: 7IQRWTXBRJUG · pith_short_16: 7IQRWTXBRJUGYPQW · pith_short_8: 7IQRWTXB

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/7IQRWTXBRJUGYPQWRZ2PX44PMA \
  | 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: fa211b4ee18a686c3e168e74fbf38f601bfb53d3cb4b4b9cd94ef745a95ccce1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f84eb74c94f2509be8e11f132c3ed6026ec9b65f55ddcf614745b5b83315a32e",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T15:14:58Z",
    "title_canon_sha256": "9419666c24fa9809fff751492760d4fd4249324b2e2527d8af94a44a6b893546"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05117",
    "kind": "arxiv",
    "version": 2
  }
}