Pith Number

pith:YJHUBZ4A

pith:2025:YJHUBZ4A53NWZCTORMSRZR7CDT

not attested not anchored not stored refs pending

JADAI: Jointly Amortizing Adaptive Design and Bayesian Inference

Desi R. Ivanova, Lars K\"uhmichel, Niels Bracher, Paul-Christian B\"urkner, Stefan T. Radev, Xavier Intes

arxiv:2512.22999 v2 · 2025-12-28 · stat.ML · cs.AI · 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{YJHUBZ4A53NWZCTORMSRZR7CDT}

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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

6 papers in Pith

Bayesian Experimental Design via Score Matching

Efficient Adaptive Data Acquisition via Pretrained Belief Representations

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

FairBED: A Bayesian Experimental Design Approach to Gathering Fairer Data

Receipt and verification

First computed	2026-07-07T00:15:51.681998Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c24f40e780eedb6c8a6e8b251cc7e21ccfb187c2fcab4fb1c70f1b2824ddd4c4

Aliases

arxiv: 2512.22999 · arxiv_version: 2512.22999v2 · doi: 10.48550/arxiv.2512.22999 · pith_short_12: YJHUBZ4A53NW · pith_short_16: YJHUBZ4A53NWZCTO · pith_short_8: YJHUBZ4A

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/YJHUBZ4A53NWZCTORMSRZR7CDT \
  | 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: c24f40e780eedb6c8a6e8b251cc7e21ccfb187c2fcab4fb1c70f1b2824ddd4c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c41fbb13b2eb1b4b7582988e7a2693ca9593996ea04842fd60eae71819d0bc1c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-12-28T16:54:43Z",
    "title_canon_sha256": "063b505d789bce519987927389d506141c4951298a106c9ce6bfb28498061b36"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.22999",
    "kind": "arxiv",
    "version": 2
  }
}