Pith Number

pith:6BN2JW6W

pith:2024:6BN2JW6WGG2OJXIZKLKUBJK7X5

not attested not anchored not stored refs pending

Contextual Bandits with Stage-wise Constraints

Aldo Pacchiano, Mohammad Ghavamzadeh, Peter Bartlett

arxiv:2401.08016 v2 · 2024-01-15 · 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{6BN2JW6WGG2OJXIZKLKUBJK7X5}

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

Multi-Task Representation Learning for Conservative Linear Bandits

Receipt and verification

First computed	2026-07-05T11:56:47.830828Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f05ba4dbd631b4e4dd1952d540a55fbf4b447f319fab985689fa5fa3334a79b7

Aliases

arxiv: 2401.08016 · arxiv_version: 2401.08016v2 · doi: 10.48550/arxiv.2401.08016 · pith_short_12: 6BN2JW6WGG2O · pith_short_16: 6BN2JW6WGG2OJXIZ · pith_short_8: 6BN2JW6W

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/6BN2JW6WGG2OJXIZKLKUBJK7X5 \
  | 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: f05ba4dbd631b4e4dd1952d540a55fbf4b447f319fab985689fa5fa3334a79b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21f3499e2af7539352302eaab82aa6145bcae5bd7cc891a8736f5e962699c397",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-15T23:58:21Z",
    "title_canon_sha256": "7637bc34d62466e789f7c0de5ac883061097a1ac69e2f601f08dfd5dd2a8ff43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08016",
    "kind": "arxiv",
    "version": 2
  }
}