Pith Number

pith:7EF6B7LC

pith:2025:7EF6B7LCM5KVWR7HBKMWJEEZ2G

not attested not anchored not stored refs pending

Targeted Deep Architectures: A TMLE-Based Framework for Robust Causal Inference in Neural Networks

Alejandro Schuler, David McCoy, Kaitlyn Lee, Mark van der Laan, Nolan Gunter, Yi Li

arxiv:2507.12435 v1 · 2025-07-16 · 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{7EF6B7LCM5KVWR7HBKMWJEEZ2G}

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	2026-07-05T11:38:20.149452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f90be0fd6267555b47e70a99649099d1a60528828db3b55ae5cfe834ddfe250d

Aliases

arxiv: 2507.12435 · arxiv_version: 2507.12435v1 · doi: 10.48550/arxiv.2507.12435 · pith_short_12: 7EF6B7LCM5KV · pith_short_16: 7EF6B7LCM5KVWR7H · pith_short_8: 7EF6B7LC

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/7EF6B7LCM5KVWR7HBKMWJEEZ2G \
  | 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: f90be0fd6267555b47e70a99649099d1a60528828db3b55ae5cfe834ddfe250d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d7c61640841d8b29ed4fc6442f0c97efbe7939e7d94aebd0fb00381e4aa3e95",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-16T17:24:06Z",
    "title_canon_sha256": "49753d1586efafbed7e6f1bebe5b51ff119640d7812dcb3cdd2a00d5b8a94da6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12435",
    "kind": "arxiv",
    "version": 1
  }
}