Pith Number

pith:PNXVKACP

pith:2026:PNXVKACPB37U772IORFSODGOOS

not attested not anchored not stored refs pending

Bandits for Efficient Experimentation: Adapting to Control Group, Preferences, and Context Drifts

Debabrota Basu, Odalric-Ambrym Maillard, Udvas Das, Waris Radji

arxiv:2606.09802 v1 · 2026-06-08 · 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{PNXVKACPB37U772IORFSODGOOS}

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	2026-06-09T02:09:10.651393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b6f55004f0eff4fff48744b270cce7495fe52e6cd85950b4cc7d483eca5aad2

Aliases

arxiv: 2606.09802 · arxiv_version: 2606.09802v1 · doi: 10.48550/arxiv.2606.09802 · pith_short_12: PNXVKACPB37U · pith_short_16: PNXVKACPB37U772I · pith_short_8: PNXVKACP

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/PNXVKACPB37U772IORFSODGOOS \
  | 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: 7b6f55004f0eff4fff48744b270cce7495fe52e6cd85950b4cc7d483eca5aad2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c138eecfc4e375ccda234a4999e1e873585feba9a27e9be3decaedfeb3fcf3b1",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-08T17:53:29Z",
    "title_canon_sha256": "1b60df9b5212eaad612349a9f88c5f67bb5e1681055176d8c2aaea522d7d0d1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.09802",
    "kind": "arxiv",
    "version": 1
  }
}