Pith Number

pith:CABYYHIN

pith:2020:CABYYHINLF6ALTTYMOKNA37KTY

not attested not anchored not stored refs pending

Offline Contextual Bandits with Overparameterized Models

David Brandfonbrener, Joan Bruna, Rajesh Ranganath, William F. Whitney

arxiv:2006.15368 v4 · 2020-06-27 · 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{CABYYHINLF6ALTTYMOKNA37KTY}

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	2026-07-05T02:49:50.718222Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10038c1d0d597c05ce786394d06fea9e32c69a496bd7f3e2a1ab50931831b15b

Aliases

arxiv: 2006.15368 · arxiv_version: 2006.15368v4 · doi: 10.48550/arxiv.2006.15368 · pith_short_12: CABYYHINLF6A · pith_short_16: CABYYHINLF6ALTTY · pith_short_8: CABYYHIN

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/CABYYHINLF6ALTTYMOKNA37KTY \
  | 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: 10038c1d0d597c05ce786394d06fea9e32c69a496bd7f3e2a1ab50931831b15b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5166d1c86167e9e05fa1a889a117448825495d4186724dce7465b990a45aa4eb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-27T13:52:07Z",
    "title_canon_sha256": "0bb7e84f0adb4ece5cc7f1b08d5414f8bf3c19e0d56a833a61cf6f9847593579"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.15368",
    "kind": "arxiv",
    "version": 4
  }
}