Pith Number

pith:22AE3FIY

pith:2025:22AE3FIY5PQF5EQHGPBC3SEM3U

not attested not anchored not stored refs pending

Efficient and Scalable Estimation of Distributional Treatment Effects with Multi-Task Neural Networks

Shingo Uto, Shota Yasui, Tatsushi Oka, Tomu Hirata, Undral Byambadalai

arxiv:2507.07738 v1 · 2025-07-10 · cs.LG · econ.EM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{22AE3FIY5PQF5EQHGPBC3SEM3U}

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	2026-07-05T11:35:04.262390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6804d9518ebe05e920733c22dc88cdd3d23d3e32e25f58676b8110010923f81

Aliases

arxiv: 2507.07738 · arxiv_version: 2507.07738v1 · doi: 10.48550/arxiv.2507.07738 · pith_short_12: 22AE3FIY5PQF · pith_short_16: 22AE3FIY5PQF5EQH · pith_short_8: 22AE3FIY

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/22AE3FIY5PQF5EQHGPBC3SEM3U \
  | 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: d6804d9518ebe05e920733c22dc88cdd3d23d3e32e25f58676b8110010923f81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8d8f0c084c5bd0ae90b4d814bb7b8886a25a13153697deb8510432dbc06ce7c",
    "cross_cats_sorted": [
      "econ.EM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-10T13:16:33Z",
    "title_canon_sha256": "9c1846dbdb9dd19c38bd644710dbd715d51d7d6841b9ae32b1532f5df5fb9e47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.07738",
    "kind": "arxiv",
    "version": 1
  }
}