Pith Number

pith:XEJCBL2C

pith:2023:XEJCBL2CDKWHBM76GEJJTTW7P6

not attested not anchored not stored refs pending

GANterfactual-RL: Understanding Reinforcement Learning Agents' Strategies through Visual Counterfactual Explanations

Elisabeth Andr\'e, Matthew L. Olson, Maximilian Demmler, Silvan Mertes, Tobias Huber

arxiv:2302.12689 v1 · 2023-02-24 · 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{XEJCBL2CDKWHBM76GEJJTTW7P6}

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	2026-07-05T05:45:20.251627Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b91220af421aac70b3fe311299cedf7f84027be15b5bd1f8f6e3c359e373b9da

Aliases

arxiv: 2302.12689 · arxiv_version: 2302.12689v1 · doi: 10.48550/arxiv.2302.12689 · pith_short_12: XEJCBL2CDKWH · pith_short_16: XEJCBL2CDKWHBM76 · pith_short_8: XEJCBL2C

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/XEJCBL2CDKWHBM76GEJJTTW7P6 \
  | 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: b91220af421aac70b3fe311299cedf7f84027be15b5bd1f8f6e3c359e373b9da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93074edfdb8ac828dada7505640695b3838441e52933b64357050b0bbe851606",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-24T15:29:43Z",
    "title_canon_sha256": "f82266cc76da7bcb72b446e76317602506f99c96020c59e143ffd817731ba493"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.12689",
    "kind": "arxiv",
    "version": 1
  }
}