Pith Number

pith:5PAUWGGB

pith:2011:5PAUWGGBOT2TY6C7NWHQXE4E2N

not attested not anchored not stored refs pending

Stochastic convex optimization with bandit feedback

Alekh Agarwal, Alexander Rakhlin, Daniel Hsu, Dean P. Foster, Sham M. Kakade

arxiv:1107.1744 v2 · 2011-07-08 · math.OC · cs.LG · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5PAUWGGBOT2TY6C7NWHQXE4E2N}

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	2026-05-18T04:11:28.433419Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebc14b18c174f53c785f6d8f0b9384d34d2f26678e48155065585204a764b94b

Aliases

arxiv: 1107.1744 · arxiv_version: 1107.1744v2 · doi: 10.48550/arxiv.1107.1744 · pith_short_12: 5PAUWGGBOT2T · pith_short_16: 5PAUWGGBOT2TY6C7 · pith_short_8: 5PAUWGGB

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/5PAUWGGBOT2TY6C7NWHQXE4E2N \
  | 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: ebc14b18c174f53c785f6d8f0b9384d34d2f26678e48155065585204a764b94b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5876404648056b3e64da9fc7334a72859b1db499900200a7ac2ecfec3e76d30c",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2011-07-08T22:18:05Z",
    "title_canon_sha256": "32e860847468887f01457643a2bd9cc3628a4d85668167419ad335eddcf9dd19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1107.1744",
    "kind": "arxiv",
    "version": 2
  }
}