Pith Number

pith:25GNE3GU

pith:2019:25GNE3GUX4EKWXJV6IYX7BQVK3

not attested not anchored not stored refs pending

Correlated bandits or: How to minimize mean-squared error online

Prashanth L. A, Vinay Praneeth Boda

arxiv:1902.02953 v2 · 2019-02-08 · 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{25GNE3GUX4EKWXJV6IYX7BQVK3}

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

1 paper in Pith

Manifold Bandits: Bayesian Curriculum Learning over the Latent Geometry of Large Language Models

Receipt and verification

First computed	2026-05-17T23:42:13.738629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d74cd26cd4bf08ab5d35f2317f861556eab839b73dc1b868981a6b022d8ed909

Aliases

arxiv: 1902.02953 · arxiv_version: 1902.02953v2 · doi: 10.48550/arxiv.1902.02953 · pith_short_12: 25GNE3GUX4EK · pith_short_16: 25GNE3GUX4EKWXJV · pith_short_8: 25GNE3GU

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/25GNE3GUX4EKWXJV6IYX7BQVK3 \
  | 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: d74cd26cd4bf08ab5d35f2317f861556eab839b73dc1b868981a6b022d8ed909

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "123ccf94213a08652ce51695e01567f7568903a3f93c95fb0c32b43997d7a818",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-08T06:38:29Z",
    "title_canon_sha256": "1a7991ecc106a96bac6cc98171b857190875246b37afadd2885cc889614ce3c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.02953",
    "kind": "arxiv",
    "version": 2
  }
}