Pith Number

pith:VV72OS5S

pith:2020:VV72OS5SJKZGUK2MOPLW62HZBV

not attested not anchored not stored refs pending

Algorithms for Non-Stationary Generalized Linear Bandits

Aur\'elien Garivier (UMPA-ENSL), Olivier Capp\'e (DI-ENS), Yoan Russac (DI-ENS)

arxiv:2003.10113 v1 · 2020-03-23 · 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{VV72OS5SJKZGUK2MOPLW62HZBV}

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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

5 papers in Pith

Bandits for Efficient Experimentation: Adapting to Control Group, Preferences, and Context Drifts

Nonstationary Generalized Linear Bandits with Discounted Online Mirror Descent

Equilibrium and Pricing in Consumer Networks with Nonlinear Utilities: An Online Shape-Constrained Learning Approach

DARLING: Detection Augmented Reinforcement Learning with Non-Stationary Guarantees

Receipt and verification

First computed	2026-07-05T00:49:49.786336Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad7fa74bb24ab26a2b4c73d76f68f90d6c10f951d2459958a37dc5903027a1f4

Aliases

arxiv: 2003.10113 · arxiv_version: 2003.10113v1 · doi: 10.48550/arxiv.2003.10113 · pith_short_12: VV72OS5SJKZG · pith_short_16: VV72OS5SJKZGUK2M · pith_short_8: VV72OS5S

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/VV72OS5SJKZGUK2MOPLW62HZBV \
  | 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: ad7fa74bb24ab26a2b4c73d76f68f90d6c10f951d2459958a37dc5903027a1f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5664c4293fd07e4ff738d68534b7156c1f9c041ed8c9f0f8b644ba4d09697486",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-23T07:44:59Z",
    "title_canon_sha256": "abbc666cfd19b3efaa01d75778029ad2f96443c8b6e64487f957344dba815d52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.10113",
    "kind": "arxiv",
    "version": 1
  }
}