Pith Number

pith:AHRXXBRF

pith:2025:AHRXXBRFO4IK75KUMUTGVSA4HP

not attested not anchored not stored refs pending

Goal-Oriented Sequential Bayesian Experimental Design for Causal Learning

Jiayuan Dong, Jie Liu, Xun Huan (University of Michigan), Zheyu Zhang

arxiv:2507.07359 v1 · 2025-07-10 · cs.LG · cs.AI · stat.ME · 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{AHRXXBRFO4IK75KUMUTGVSA4HP}

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.

Receipt and verification

First computed	2026-07-05T11:34:56.496053Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01e37b86257710aff55465266ac81c3bf7f26fd6f11e95a370d12cf906c0347f

Aliases

arxiv: 2507.07359 · arxiv_version: 2507.07359v1 · doi: 10.48550/arxiv.2507.07359 · pith_short_12: AHRXXBRFO4IK · pith_short_16: AHRXXBRFO4IK75KU · pith_short_8: AHRXXBRF

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/AHRXXBRFO4IK75KUMUTGVSA4HP \
  | 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: 01e37b86257710aff55465266ac81c3bf7f26fd6f11e95a370d12cf906c0347f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ef5e64d381740281e17b8f2eebab890c4760563c36ad6250f89accfb5dd1b72",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-10T00:53:57Z",
    "title_canon_sha256": "d7e8295aebbb8753714fa2f7f845da8f869bc8023c5ebd6bba3300afde34219f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.07359",
    "kind": "arxiv",
    "version": 1
  }
}