Pith Number

pith:HU4PHV6F

pith:2023:HU4PHV6FT2FMAVBAL3QXU6MMUV

not attested not anchored not stored refs pending

Timing Process Interventions with Causal Inference and Reinforcement Learning

Hans Weytjens, Jochen De Weerdt, Wouter Verbeke

arxiv:2306.04299 v1 · 2023-06-07 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HU4PHV6FT2FMAVBAL3QXU6MMUV}

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	2026-07-05T06:18:28.363355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d38f3d7c59e8ac054205ee17a798ca575a3246e6400f42b9f6ebc87e560600e

Aliases

arxiv: 2306.04299 · arxiv_version: 2306.04299v1 · doi: 10.48550/arxiv.2306.04299 · pith_short_12: HU4PHV6FT2FM · pith_short_16: HU4PHV6FT2FMAVBA · pith_short_8: HU4PHV6F

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/HU4PHV6FT2FMAVBAL3QXU6MMUV \
  | 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: 3d38f3d7c59e8ac054205ee17a798ca575a3246e6400f42b9f6ebc87e560600e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5daff30b24f548e934338eb1618872f1c0a7a4ae5be4c554587a9f70d6f205f5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-07T10:02:16Z",
    "title_canon_sha256": "4ca57d4c0cb10765fe27fda6e9e688c5eabae1c38c078a7231458315455431ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.04299",
    "kind": "arxiv",
    "version": 1
  }
}