Pith Number

pith:LMGR56AW

pith:2022:LMGR56AWMGUNH3V3U4OADTOA4L

not attested not anchored not stored refs pending

Flow Annealed Importance Sampling Bootstrap

Bernhard Sch\"olkopf, Gregor N. C. Simm, Jos\'e Miguel Hern\'andez-Lobato, Laurence Illing Midgley, Vincent Stimper

arxiv:2208.01893 v3 · 2022-08-03 · cs.LG · q-bio.QM · 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{LMGR56AWMGUNH3V3U4OADTOA4L}

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

7 papers in Pith

Tensor Train Diffusion: Leveraging Low-Rank Structures for High-Dimensional Score-Based Sampling

Accelerating Chemical Potential Calculations with Minimal Normalizing Flows

Scalable Inference-Time Annealing with Surrogate Likelihood Estimators

Reliable model selection in the presence of parameter non-identifiability

Multi-Armed Sampling Problem and the End of Exploration

Receipt and verification

First computed	2026-07-05T05:48:36.556352Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b0d1ef81661a8d3eebba71c01cdc0e2d5c4ededabd84cd1cc3866cb06a217f7

Aliases

arxiv: 2208.01893 · arxiv_version: 2208.01893v3 · doi: 10.48550/arxiv.2208.01893 · pith_short_12: LMGR56AWMGUN · pith_short_16: LMGR56AWMGUNH3V3 · pith_short_8: LMGR56AW

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/LMGR56AWMGUNH3V3U4OADTOA4L \
  | 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: 5b0d1ef81661a8d3eebba71c01cdc0e2d5c4ededabd84cd1cc3866cb06a217f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d56ff8a592e232b37c66fbe68c031842bd5f1e4a83d7ce0926dae89b12e2dae",
    "cross_cats_sorted": [
      "q-bio.QM",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-03T07:44:48Z",
    "title_canon_sha256": "70e8db1f288961aad469e9addeaeedc3b80ad8eb82bf99851b92aa34958c9fc0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.01893",
    "kind": "arxiv",
    "version": 3
  }
}