Pith Number

pith:GPLEA2RI

pith:2018:GPLEA2RIASRI75YOBHQ7FK27Q7

not attested not anchored not stored refs pending

Woulda, Coulda, Shoulda: Counterfactually-Guided Policy Search

Arthur Guez, Jean-Baptiste Lespiau, Lars Buesing, Nicolas Heess, Sebastien Racaniere, Theophane Weber, Yori Zwols

arxiv:1811.06272 v1 · 2018-11-15 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GPLEA2RIASRI75YOBHQ7FK27Q7}

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

3 papers in Pith

Robust Counterfactual Inference in Markov Decision Processes

Bayesian Inverse Transition Learning: Learning Dynamics From Near-Optimal Trajectories

Causal Reinforcement Learning for Complex Card Games: A Magic The Gathering Benchmark

Receipt and verification

First computed	2026-05-18T00:00:38.153390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33d6406a2804a28ff70e09e1f2ab5f87f84985d68e3a92fe8aa55aa7030f5c26

Aliases

arxiv: 1811.06272 · arxiv_version: 1811.06272v1 · doi: 10.48550/arxiv.1811.06272 · pith_short_12: GPLEA2RIASRI · pith_short_16: GPLEA2RIASRI75YO · pith_short_8: GPLEA2RI

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/GPLEA2RIASRI75YOBHQ7FK27Q7 \
  | 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: 33d6406a2804a28ff70e09e1f2ab5f87f84985d68e3a92fe8aa55aa7030f5c26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1255f28e582843d007311ce221681999cba5bc4cd165a9b3daa25bd2afd9da1f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-15T10:08:58Z",
    "title_canon_sha256": "d1dbca7481045412161e03ccdf4966341d6c673b4dcce6b894f99f3752e99ada"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.06272",
    "kind": "arxiv",
    "version": 1
  }
}