Pith Number

pith:CFEHK5EQ

pith:2023:CFEHK5EQRQ4Q2UALVVW4L2OSLM

not attested not anchored not stored refs pending

Fair Off-Policy Learning from Observational Data

Dennis Frauen, Stefan Feuerriegel, Valentyn Melnychuk

arxiv:2303.08516 v2 · 2023-03-15 · cs.LG · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CFEHK5EQRQ4Q2UALVVW4L2OSLM}

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.

Cited by

1 paper in Pith

Uplift modeling with continuous treatments: A predict-then-optimize approach

Receipt and verification

First computed	2026-07-05T06:58:38.544100Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11487574908c390d500bad6dc5e9d25b083c200a533d2e7092ccad7df95109ef

Aliases

arxiv: 2303.08516 · arxiv_version: 2303.08516v2 · doi: 10.48550/arxiv.2303.08516 · pith_short_12: CFEHK5EQRQ4Q · pith_short_16: CFEHK5EQRQ4Q2UAL · pith_short_8: CFEHK5EQ

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/CFEHK5EQRQ4Q2UALVVW4L2OSLM \
  | 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: 11487574908c390d500bad6dc5e9d25b083c200a533d2e7092ccad7df95109ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f1b8238d44ae5b52b72713a6a1bf91e9a73b29ca04674a1a73bc356dc15478d",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-15T10:47:48Z",
    "title_canon_sha256": "c180f3debc16b2d6f4b5c3c5fbc368e795ccefc829a7c8a33e6f8a7490f89a55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.08516",
    "kind": "arxiv",
    "version": 2
  }
}