pith. sign in
Pith Number

pith:PAKZCIMJ

pith:2021:PAKZCIMJPMC3QK55FB26M73IT3
not attested not anchored not stored refs pending

ReLAX: Reinforcement Learning Agent eXplainer for Arbitrary Predictive Models

Fabrizio Silvestri, Gabriele Tolomei, He Zhu, Hongshik Ahn, Jia Wang, Ziheng Chen

arxiv:2110.11960 v2 · 2021-10-22 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PAKZCIMJPMC3QK55FB26M73IT3}

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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 2026-07-05T06:39:28.799737Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

78159121897b05b82bbd2875e67f689ed2fd8d7c20ace66240748fc218e3319d

Aliases

arxiv: 2110.11960 · arxiv_version: 2110.11960v2 · doi: 10.48550/arxiv.2110.11960 · pith_short_12: PAKZCIMJPMC3 · pith_short_16: PAKZCIMJPMC3QK55 · pith_short_8: PAKZCIMJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PAKZCIMJPMC3QK55FB26M73IT3 \
  | 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: 78159121897b05b82bbd2875e67f689ed2fd8d7c20ace66240748fc218e3319d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "28867e6c7dcb440e741a3bfbb69f0a7d91cea72d7eb581b5359e8e00b4731b5c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-22T17:08:49Z",
    "title_canon_sha256": "518e8a077930d0c3fd308ea3ab86704c91c517071014891f4204b194aab6ea95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11960",
    "kind": "arxiv",
    "version": 2
  }
}