Pith Number

pith:Y3NYDRXL

pith:2025:Y3NYDRXLGIHSJ5SAF5XGP4UYCK

not attested not anchored not stored refs pending

Deep Learning of Continuous and Structured Policies for Aggregated Heterogeneous Treatment Effects

Jennifer Y. Zhang, Shuyang Du, Will Y. Zou

arxiv:2507.05511 v1 · 2025-07-07 · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y3NYDRXLGIHSJ5SAF5XGP4UYCK}

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	2026-07-05T11:33:31.604903Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6db81c6eb320f24f6402f6e67f29812aac3cbbc180328984d956aec45e0b1fc

Aliases

arxiv: 2507.05511 · arxiv_version: 2507.05511v1 · doi: 10.48550/arxiv.2507.05511 · pith_short_12: Y3NYDRXLGIHS · pith_short_16: Y3NYDRXLGIHSJ5SA · pith_short_8: Y3NYDRXL

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/Y3NYDRXLGIHSJ5SAF5XGP4UYCK \
  | 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: c6db81c6eb320f24f6402f6e67f29812aac3cbbc180328984d956aec45e0b1fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5172b88f3c62c55c9ca343ce8b26ae4d19c2e72299d3e49325a58447cf0dfe6f",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-07T22:14:24Z",
    "title_canon_sha256": "d776dc4ce01003f0922c70638cedcfa5f2955e75eba0bc3ee060928e26678a7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05511",
    "kind": "arxiv",
    "version": 1
  }
}