Pith Number

pith:R32EFPIZ

pith:2024:R32EFPIZB2HNU7EZQLS6UUPKRJ

not attested not anchored not stored refs pending

Randomized Confidence Bounds for Stochastic Partial Monitoring

Audrey Durand, Maxime Heuillet, Ola Ahmad

arxiv:2402.05002 v2 · 2024-02-07 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R32EFPIZB2HNU7EZQLS6UUPKRJ}

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	2026-07-05T08:19:42.090300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ef442bd190e8eda7c9982e5ea51ea8a5f1002dcbae83f0fce72d7612007f627

Aliases

arxiv: 2402.05002 · arxiv_version: 2402.05002v2 · doi: 10.48550/arxiv.2402.05002 · pith_short_12: R32EFPIZB2HN · pith_short_16: R32EFPIZB2HNU7EZ · pith_short_8: R32EFPIZ

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/R32EFPIZB2HNU7EZQLS6UUPKRJ \
  | 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: 8ef442bd190e8eda7c9982e5ea51ea8a5f1002dcbae83f0fce72d7612007f627

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95adf8f744e9129c73032386f9601612f3b961d9ac963d632062325737d9e731",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-07T16:18:59Z",
    "title_canon_sha256": "087cb2171bf19007b5b56f1b27b4c4d85fbcf159b978e35660c0c7d65b718853"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05002",
    "kind": "arxiv",
    "version": 2
  }
}