Pith Number

pith:XUA4OL4R

pith:2023:XUA4OL4R4OTRA5GL2YUPZM527G

not attested not anchored not stored refs pending

Learning to solve Bayesian inverse problems: An amortized variational inference approach using Gaussian and Flow guides

Ilias Bilionis, Sharmila Karumuri

arxiv:2305.20004 v3 · 2023-05-31 · stat.ML · cs.LG · physics.data-an

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XUA4OL4R4OTRA5GL2YUPZM527G}

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

Solving High-dimensional Inverse Problems Using Amortized Likelihood-free Inference with Noisy and Incomplete Data

Receipt and verification

First computed	2026-07-05T08:23:09.296287Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd01c72f91e3a71074cbd628fcb3baf9be21d396139b5fcfeccad6afae98ed49

Aliases

arxiv: 2305.20004 · arxiv_version: 2305.20004v3 · doi: 10.48550/arxiv.2305.20004 · pith_short_12: XUA4OL4R4OTR · pith_short_16: XUA4OL4R4OTRA5GL · pith_short_8: XUA4OL4R

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/XUA4OL4R4OTRA5GL2YUPZM527G \
  | 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: bd01c72f91e3a71074cbd628fcb3baf9be21d396139b5fcfeccad6afae98ed49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68530e484d8d9d7be3ed1a19e7f8cea0ec70d2174511e28023ac5b9bdaefdb24",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.data-an"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-05-31T16:25:07Z",
    "title_canon_sha256": "8e4fa09ba89497e8429791e1ee96dec94adcb2b8d9ebc6bacf5538586166e428"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.20004",
    "kind": "arxiv",
    "version": 3
  }
}