Pith Number

pith:PDQO3CD4

pith:2017:PDQO3CD4ARTYUIPGSGQU4FS2PX

not attested not anchored not stored refs pending

Fast Rates for Bandit Optimization with Upper-Confidence Frank-Wolfe

Quentin Berthet, Vianney Perchet

arxiv:1702.06917 v2 · 2017-02-22 · cs.LG · math.OC · 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{PDQO3CD4ARTYUIPGSGQU4FS2PX}

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.

Receipt and verification

First computed	2026-05-18T00:35:55.363445Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78e0ed887c04678a21e691a14e165a7dfe33e3f89d2c96f26d08eb3b99a9da2d

Aliases

arxiv: 1702.06917 · arxiv_version: 1702.06917v2 · doi: 10.48550/arxiv.1702.06917 · pith_short_12: PDQO3CD4ARTY · pith_short_16: PDQO3CD4ARTYUIPG · pith_short_8: PDQO3CD4

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/PDQO3CD4ARTYUIPGSGQU4FS2PX \
  | 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: 78e0ed887c04678a21e691a14e165a7dfe33e3f89d2c96f26d08eb3b99a9da2d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "830f60220d88959639713eb2fbb90fb2c230f133f0256d30efe5b3eb6ad70203",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-02-22T17:55:09Z",
    "title_canon_sha256": "b6388a993c1b2b17615b1187768f10f0ca0468429d9197943eaf651e0923e122"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1702.06917",
    "kind": "arxiv",
    "version": 2
  }
}