Pith Number

pith:WVACZL7Q

pith:2024:WVACZL7QLS5ORX6A5WZOYHKOJR

not attested not anchored not stored refs pending

Decision Focused Causal Learning for Direct Counterfactual Marketing Optimization

Bing Cheng, Guibin Jiang, Hao Zhou, Jiaqi Zheng, Rongxiao Huang, Shaoming Li, Wei Lin

arxiv:2407.13664 v1 · 2024-07-18 · 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{WVACZL7QLS5ORX6A5WZOYHKOJR}

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	2026-07-05T08:45:42.112530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5402caff05cbae8dfc0edb2ec1d4e4c64e6859c7a9617893973d075bfcf727b

Aliases

arxiv: 2407.13664 · arxiv_version: 2407.13664v1 · doi: 10.48550/arxiv.2407.13664 · pith_short_12: WVACZL7QLS5O · pith_short_16: WVACZL7QLS5ORX6A · pith_short_8: WVACZL7Q

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/WVACZL7QLS5ORX6A5WZOYHKOJR \
  | 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: b5402caff05cbae8dfc0edb2ec1d4e4c64e6859c7a9617893973d075bfcf727b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68e3a847b0d0f003b57e1e03abdd6b50c91206913990ab41206c1d2fee648961",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-18T16:39:44Z",
    "title_canon_sha256": "dbcad7c2831af8c52cc9419ed5eebfee30c1124cc355908ab33b351d9a861c33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.13664",
    "kind": "arxiv",
    "version": 1
  }
}