Pith Number

pith:H7TYZ6JV

pith:2023:H7TYZ6JVI6U6QYJR3OAHO3T5GV

not attested not anchored not stored refs pending

Tight Bounds for $\gamma$-Regret via the Decision-Estimation Coefficient

Alexander Rakhlin, Margalit Glasgow

arxiv:2303.03327 v2 · 2023-03-06 · 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{H7TYZ6JVI6U6QYJR3OAHO3T5GV}

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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	2026-07-05T06:33:19.241428Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fe78cf93547a9e86131db80776e7d357cba32f6d231cd75451565b6949b2f12

Aliases

arxiv: 2303.03327 · arxiv_version: 2303.03327v2 · doi: 10.48550/arxiv.2303.03327 · pith_short_12: H7TYZ6JVI6U6 · pith_short_16: H7TYZ6JVI6U6QYJR · pith_short_8: H7TYZ6JV

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/H7TYZ6JVI6U6QYJR3OAHO3T5GV \
  | 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: 3fe78cf93547a9e86131db80776e7d357cba32f6d231cd75451565b6949b2f12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "151b746cfe3180b035f3d2f035ea138247511860b1900d3e09c54373c7236c22",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-06T17:54:33Z",
    "title_canon_sha256": "5aa8b0a6464a93d05d390734fbe8e5ee3b67b15b8df9a29ee426727e3c4ed1aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.03327",
    "kind": "arxiv",
    "version": 2
  }
}