Pith Number

pith:76AIRJZO

pith:2024:76AIRJZOI73HTTDYKDTRIFAOHA

not attested not anchored not stored refs pending

LazyDINO: Fast, scalable, and efficiently amortized Bayesian inversion via structure-exploiting and surrogate-driven measure transport

Joshua Chen, Lianghao Cao, Michael Brennan, Omar Ghattas, Thomas O'Leary-Roseberry, Youssef Marzouk

arxiv:2411.12726 v1 · 2024-11-19 · math.NA · cs.LG · cs.NA · stat.CO · 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{76AIRJZOI73HTTDYKDTRIFAOHA}

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

Subspace accelerated measure transport methods for fast and scalable sequential experimental design, with application to photoacoustic imaging

Receipt and verification

First computed	2026-07-05T09:37:47.420106Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff8088a72e47f679cc7850e714140e3836bc36d930aa53c980a33e72519fbd6b

Aliases

arxiv: 2411.12726 · arxiv_version: 2411.12726v1 · doi: 10.48550/arxiv.2411.12726 · pith_short_12: 76AIRJZOI73H · pith_short_16: 76AIRJZOI73HTTDY · pith_short_8: 76AIRJZO

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/76AIRJZOI73HTTDYKDTRIFAOHA \
  | 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: ff8088a72e47f679cc7850e714140e3836bc36d930aa53c980a33e72519fbd6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9927c8bcd07221363f25738c5ae64443fd430d87f7e49b16e3d602cd6f16314",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NA",
      "stat.CO",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "math.NA",
    "submitted_at": "2024-11-19T18:48:00Z",
    "title_canon_sha256": "f77469223693fbeae3f9950b1e14836592f36786a4fa05ec1dcd07d674714946"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12726",
    "kind": "arxiv",
    "version": 1
  }
}