Pith Number

pith:DLYTFQ4N

pith:2024:DLYTFQ4NK47MYCNNGPFGJERTR6

not attested not anchored not stored refs pending

Multi-Agent Best Arm Identification in Stochastic Linear Bandits

Sanjana Agrawal, Sa\'ul A. Blanco

arxiv:2411.13690 v2 · 2024-11-20 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DLYTFQ4NK47MYCNNGPFGJERTR6}

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	2026-07-05T11:09:04.260143Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1af132c38d573ecc09ad33ca6492338fab77cedc37f754a7ed7955c0cf3c6bc1

Aliases

arxiv: 2411.13690 · arxiv_version: 2411.13690v2 · doi: 10.48550/arxiv.2411.13690 · pith_short_12: DLYTFQ4NK47M · pith_short_16: DLYTFQ4NK47MYCNN · pith_short_8: DLYTFQ4N

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/DLYTFQ4NK47MYCNNGPFGJERTR6 \
  | 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: 1af132c38d573ecc09ad33ca6492338fab77cedc37f754a7ed7955c0cf3c6bc1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80d08d09567d08e4bb0dc8369652a07a698a4320bdc2538c4020054f92470c46",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-20T20:09:44Z",
    "title_canon_sha256": "b9ced9ea09f1d0eec25a2e4bb9a457886eb04e2ec884fafefb8ce9595f98ce27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13690",
    "kind": "arxiv",
    "version": 2
  }
}