Pith Number

pith:FNEN5MLG

pith:2015:FNEN5MLGCJOP2C2B4Q6FEP4XOE

not attested not anchored not stored refs pending

An efficient algorithm for contextual bandits with knapsacks, and an extension to concave objectives

Lihong Li, Nikhil R. Devanur, Shipra Agrawal

arxiv:1506.03374 v2 · 2015-06-10 · cs.LG · cs.AI · 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{FNEN5MLGCJOP2C2B4Q6FEP4XOE}

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	2026-05-18T01:11:18.220345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b48deb166125cfd0b41e43c523f977104994daf93fc278649a3f2d756341a44

Aliases

arxiv: 1506.03374 · arxiv_version: 1506.03374v2 · doi: 10.48550/arxiv.1506.03374 · pith_short_12: FNEN5MLGCJOP · pith_short_16: FNEN5MLGCJOP2C2B · pith_short_8: FNEN5MLG

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/FNEN5MLGCJOP2C2B4Q6FEP4XOE \
  | 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: 2b48deb166125cfd0b41e43c523f977104994daf93fc278649a3f2d756341a44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f3479725871ba8a1b74f48d992725d99904f1e3a11412638a190bb3e5e66d4c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-06-10T16:14:19Z",
    "title_canon_sha256": "a70c2244b3d7d2a3579bfe96172237d998c84d4f135a309b1b2bbd2543d2546d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1506.03374",
    "kind": "arxiv",
    "version": 2
  }
}