Pith Number

pith:4GQCVMYL

pith:2025:4GQCVMYLWUGKNL2XNIK7ETISKR

not attested not anchored not stored refs pending

Confidence Sequences for Generalized Linear Models via Regret Analysis

Eugenio Clerico, Gergely Neu, Hamish Flynn, Wojciech Kot{\l}owski

arxiv:2504.16555 v1 · 2025-04-23 · math.ST · cs.LG · 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{4GQCVMYLWUGKNL2XNIK7ETISKR}

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

2 papers in Pith

Eventually LIL Regret: Almost Sure $\ln\ln T$ Regret for a sub-Gaussian Mixture on Unbounded Data

Best Arm Identification in Generalized Linear Bandits via Hybrid Feedback

Receipt and verification

First computed	2026-07-05T10:53:01.509672Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1a02ab30bb50ca6af576a15f24d12546b6c8dbba471c6ad2c3e19ac4e3b83c2

Aliases

arxiv: 2504.16555 · arxiv_version: 2504.16555v1 · doi: 10.48550/arxiv.2504.16555 · pith_short_12: 4GQCVMYLWUGK · pith_short_16: 4GQCVMYLWUGKNL2X · pith_short_8: 4GQCVMYL

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/4GQCVMYLWUGKNL2XNIK7ETISKR \
  | 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: e1a02ab30bb50ca6af576a15f24d12546b6c8dbba471c6ad2c3e19ac4e3b83c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a5bf20d6493c1ea91a66c9178e44a851df8580e7712d71f42e8cb9fb3549fd4",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2025-04-23T09:32:40Z",
    "title_canon_sha256": "3c9e5e33f0000c84bea20336a9adf0c25ffe6d194bb425e06a4525ec23490644"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16555",
    "kind": "arxiv",
    "version": 1
  }
}