Pith Number

pith:5JRPARRH

pith:2025:5JRPARRHXV2O67AG35J5NAE7FT

not attested not anchored not stored refs pending

Towards Scalable Bayesian Optimization via Gradient-Informed Bayesian Neural Networks

Ali Mesbah, Georgios Makrygiorgos, Joshua Hang Sai Ip

arxiv:2504.10076 v2 · 2025-04-14 · 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{5JRPARRHXV2O67AG35J5NAE7FT}

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

Model-free Reinforcement Learning for Model-based Control: Towards Safe, Interpretable and Sample-efficient Agents

Receipt and verification

First computed	2026-07-05T11:49:53.308514Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea62f04627bd74ef7c06df53d6809f2ce60e470ae173a4961a290bab377a1c3b

Aliases

arxiv: 2504.10076 · arxiv_version: 2504.10076v2 · doi: 10.48550/arxiv.2504.10076 · pith_short_12: 5JRPARRHXV2O · pith_short_16: 5JRPARRHXV2O67AG · pith_short_8: 5JRPARRH

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/5JRPARRHXV2O67AG35J5NAE7FT \
  | 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: ea62f04627bd74ef7c06df53d6809f2ce60e470ae173a4961a290bab377a1c3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e44e2042cf76efbd9bca43f631e48b87db8ad3656222c8df5359b451e647114",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-14T10:21:08Z",
    "title_canon_sha256": "317ee3945778781bef125be095041e446dcbfeb68200f491f287fea9cf1880d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.10076",
    "kind": "arxiv",
    "version": 2
  }
}