Pith Number

pith:BWMH7TTP

pith:2015:BWMH7TTPBZKQE3UXENIDYL2MMA

not attested not anchored not stored refs pending

Stopping criteria for boosting automatic experimental design using real-time fMRI with Bayesian optimization

Aldo A Faisal, Christoforos Anagnostopoulos, Giovanni Montana, Ines R Violante, Ricardo P Monti, Robert Leech, Romy Lorenz

arxiv:1511.07827 v2 · 2015-11-24 · q-bio.NC · 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{BWMH7TTPBZKQE3UXENIDYL2MMA}

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.

Cited by

1 paper in Pith

Regret-Based $(\epsilon,\delta)$-optimal Stopping Criteria for Bayesian Optimization

Receipt and verification

First computed	2026-05-18T01:12:40.401131Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d987fce6f0e55026e9723503c2f4c602c63131d734f2cb47abda3ad2226e2f8

Aliases

arxiv: 1511.07827 · arxiv_version: 1511.07827v2 · doi: 10.48550/arxiv.1511.07827 · pith_short_12: BWMH7TTPBZKQ · pith_short_16: BWMH7TTPBZKQE3UX · pith_short_8: BWMH7TTP

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/BWMH7TTPBZKQE3UXENIDYL2MMA \
  | 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: 0d987fce6f0e55026e9723503c2f4c602c63131d734f2cb47abda3ad2226e2f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f472f61eb176751030030992a8f23a583583d9dc870a4657babe164d85165906",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2015-11-24T18:28:54Z",
    "title_canon_sha256": "8c00e4fdb31f71d95c89ed542466e8862efa06b21c9b47fae6d1e17bcb1165e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1511.07827",
    "kind": "arxiv",
    "version": 2
  }
}