Pith Number

pith:MMZTEMSS

pith:2016:MMZTEMSSDS4DOT65IG56QLUPT3

not attested not anchored not stored refs pending

Batched Gaussian Process Bandit Optimization via Determinantal Point Processes

Amit Deshpande, Pushmeet Kohli, Tarun Kathuria

arxiv:1611.04088 v1 · 2016-11-13 · 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{MMZTEMSSDS4DOT65IG56QLUPT3}

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	2026-05-18T00:59:17.612701Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63333232521cb8374fdd41bbe82e8f9edd463b9f83910a4b63ada44c3775f3d9

Aliases

arxiv: 1611.04088 · arxiv_version: 1611.04088v1 · doi: 10.48550/arxiv.1611.04088 · pith_short_12: MMZTEMSSDS4D · pith_short_16: MMZTEMSSDS4DOT65 · pith_short_8: MMZTEMSS

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/MMZTEMSSDS4DOT65IG56QLUPT3 \
  | 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: 63333232521cb8374fdd41bbe82e8f9edd463b9f83910a4b63ada44c3775f3d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75ccc93fd95e9c32d2b17feb6998e3466b495273bbb43a95bb5406a89a1d0bdf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-11-13T05:52:58Z",
    "title_canon_sha256": "0878a6a97a75052a1f6cf31e2b1af45e978ef4021a280d030e83c47b5dadad26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.04088",
    "kind": "arxiv",
    "version": 1
  }
}