Pith Number

pith:GPZ7DJWI

pith:2010:GPZ7DJWI6Z6MONXY7ZAIUJCDD6

not attested not anchored not stored refs pending

Combinatorial Network Optimization with Unknown Variables: Multi-Armed Bandits with Linear Rewards

Bhaskar Krishnamachari, Rahul Jain, Yi Gai

arxiv:1011.4748 v1 · 2010-11-22 · math.OC · cs.LG · cs.NI · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GPZ7DJWI6Z6MONXY7ZAIUJCDD6}

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	2026-05-18T04:35:04.038902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33f3f1a6c8f67cc736f8fe408a24431fa27717bd6b7e520f344c4d856660b9f8

Aliases

arxiv: 1011.4748 · arxiv_version: 1011.4748v1 · doi: 10.48550/arxiv.1011.4748 · pith_short_12: GPZ7DJWI6Z6M · pith_short_16: GPZ7DJWI6Z6MONXY · pith_short_8: GPZ7DJWI

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/GPZ7DJWI6Z6MONXY7ZAIUJCDD6 \
  | 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: 33f3f1a6c8f67cc736f8fe408a24431fa27717bd6b7e520f344c4d856660b9f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b148c8c12137208592a5d4c72e45e53d86226ce0f4aa1c4b2d569870cf457419",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2010-11-22T08:40:35Z",
    "title_canon_sha256": "7026e409d444220287eabf39122e634731dbd74dbe6581252ce0c9f042fd07a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1011.4748",
    "kind": "arxiv",
    "version": 1
  }
}