Pith Number

pith:ORLTHEOT

pith:2021:ORLTHEOTSZPSBKQ6Z3CLK3PLJF

not attested not anchored not stored refs pending

Model-agnostic and Scalable Counterfactual Explanations via Reinforcement Learning

Arnaud Van Looveren, Janis Klaise, Robert-Florian Samoilescu

arxiv:2106.02597 v1 · 2021-06-04 · 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{ORLTHEOTSZPSBKQ6Z3CLK3PLJF}

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

A Survey of Explainable Reinforcement Learning: Targets, Methods and Needs

Receipt and verification

First computed	2026-07-05T02:46:21.346180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74573391d3965f20aa1ecec4b56deb4958b1b42a1221c5675b0bb1ab9649fb32

Aliases

arxiv: 2106.02597 · arxiv_version: 2106.02597v1 · doi: 10.48550/arxiv.2106.02597 · pith_short_12: ORLTHEOTSZPS · pith_short_16: ORLTHEOTSZPSBKQ6 · pith_short_8: ORLTHEOT

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/ORLTHEOTSZPSBKQ6Z3CLK3PLJF \
  | 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: 74573391d3965f20aa1ecec4b56deb4958b1b42a1221c5675b0bb1ab9649fb32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75ec87f0a2f0a626c1562e52ad1878e94b6e7c991ee468ae9db66bece06db19e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-04T16:54:36Z",
    "title_canon_sha256": "227e947e3b5eafedd8c62096cce0724f18ca0d70401c968ffbb0110a9ddd8add"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.02597",
    "kind": "arxiv",
    "version": 1
  }
}