Pith Number

pith:AEHOZWII

pith:2015:AEHOZWIISIJMZCQSCS27623UCY

not attested not anchored not stored refs pending

Linear Contextual Bandits with Knapsacks

Nikhil R. Devanur, Shipra Agrawal

arxiv:1507.06738 v2 · 2015-07-24 · 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{AEHOZWIISIJMZCQSCS27623UCY}

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	2026-05-18T01:11:18.170625Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

010eecd9089212cc8a1214b5ff6b741613da3375107bd06cd3b32a45855457ed

Aliases

arxiv: 1507.06738 · arxiv_version: 1507.06738v2 · doi: 10.48550/arxiv.1507.06738 · pith_short_12: AEHOZWIISIJM · pith_short_16: AEHOZWIISIJMZCQS · pith_short_8: AEHOZWII

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/AEHOZWIISIJMZCQSCS27623UCY \
  | 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: 010eecd9089212cc8a1214b5ff6b741613da3375107bd06cd3b32a45855457ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f72797e003e16315f676d86fd6b0080df5c0806551bd2b92df1d0fefd13b2ee7",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-07-24T04:24:22Z",
    "title_canon_sha256": "ec48240dc7f5d4e72a1b23cff0b02d645be10229fe4ba3a495d423f05ffe0f40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1507.06738",
    "kind": "arxiv",
    "version": 2
  }
}