Pith Number

pith:W2LXWH6P

pith:2024:W2LXWH6PH2XNUFALJEB4PXA2AW

not attested not anchored not stored refs pending

Deep Causal Inference for Point-referenced Spatial Data with Continuous Treatments

David Carlson, Lei Duan, Yiling Liu, Zach Calhoun, Ziyang Jiang

arxiv:2412.04285 v1 · 2024-12-05 · 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{W2LXWH6PH2XNUFALJEB4PXA2AW}

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	2026-07-05T09:45:02.002468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6977b1fcf3eaeda140b4903c7dc1a0596c836ed6b82eb2884cba6ac19c9ae74

Aliases

arxiv: 2412.04285 · arxiv_version: 2412.04285v1 · doi: 10.48550/arxiv.2412.04285 · pith_short_12: W2LXWH6PH2XN · pith_short_16: W2LXWH6PH2XNUFAL · pith_short_8: W2LXWH6P

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/W2LXWH6PH2XNUFALJEB4PXA2AW \
  | 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: b6977b1fcf3eaeda140b4903c7dc1a0596c836ed6b82eb2884cba6ac19c9ae74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44793085315741b6072782476839cd8952dc3df0b0ef869ae75813009842c448",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T16:06:23Z",
    "title_canon_sha256": "81ba28353601c4eb983a14a3dd159c59f7f0a73788565f0d33f2e20b4a4cf4d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04285",
    "kind": "arxiv",
    "version": 1
  }
}