Pith Number

pith:SWULWTAT

pith:2024:SWULWTATTO5CNJDV4DQG7BRZCQ

not attested not anchored not stored refs pending

Bayesian Experimental Design via Contrastive Diffusions

Christophe Heinkel\'e, Florence Forbes, Jacopo Iollo, Pierre Alliez

arxiv:2410.11826 v2 · 2024-10-15 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SWULWTATTO5CNJDV4DQG7BRZCQ}

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

5 papers in Pith

Bayesian Experimental Design via Score Matching

Action-BED: Task-Driven Bayesian Experimental Design with Singly Intractable Objectives

FairBED: A Bayesian Experimental Design Approach to Gathering Fairer Data

Bayesian experimental design: grouped geometric pooled posterior via ensemble Kalman methods

Receipt and verification

First computed	2026-07-05T10:30:24.805967Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95a8bb4c139bba26a475e0e06f86391412a9e74b42158037ae2d422ee2fa8192

Aliases

arxiv: 2410.11826 · arxiv_version: 2410.11826v2 · doi: 10.48550/arxiv.2410.11826 · pith_short_12: SWULWTATTO5C · pith_short_16: SWULWTATTO5CNJDV · pith_short_8: SWULWTAT

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/SWULWTATTO5CNJDV4DQG7BRZCQ \
  | 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: 95a8bb4c139bba26a475e0e06f86391412a9e74b42158037ae2d422ee2fa8192

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2539e6e735589a314ae7d5ab0627cfa68576c10e280b07fad44db7ef67cf46e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-15T17:53:07Z",
    "title_canon_sha256": "1094dc178134dd1e89499759d86d13c2c1ff88bd42ad852f80f7149f561ceff5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11826",
    "kind": "arxiv",
    "version": 2
  }
}