Pith Number

pith:6BQSOGGW

pith:2023:6BQSOGGWCKMXUY6QN6LUOMPKRQ

not attested not anchored not stored refs pending

Explainable Deep Reinforcement Learning: State of the Art and Challenges

George A. Vouros

arxiv:2301.09937 v1 · 2023-01-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6BQSOGGWCKMXUY6QN6LUOMPKRQ}

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

Co-Activation Graph Analysis of Safety-Verified and Explainable Deep Reinforcement Learning Policies

Receipt and verification

First computed	2026-07-05T05:35:35.965160Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0612718d612997a63d06f974731ea8c16f0be81557ee60cd82e70089d52e80e

Aliases

arxiv: 2301.09937 · arxiv_version: 2301.09937v1 · doi: 10.48550/arxiv.2301.09937 · pith_short_12: 6BQSOGGWCKMX · pith_short_16: 6BQSOGGWCKMXUY6Q · pith_short_8: 6BQSOGGW

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/6BQSOGGWCKMXUY6QN6LUOMPKRQ \
  | 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: f0612718d612997a63d06f974731ea8c16f0be81557ee60cd82e70089d52e80e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "281463846d002a8bcf067bddcd5dfd32f7ccbcb9765baf7fbe302d39c5ab0afc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-24T11:41:25Z",
    "title_canon_sha256": "1032254d32c572f06cb66e85128ed99f28bca3b451428f1ea155b41f736164d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.09937",
    "kind": "arxiv",
    "version": 1
  }
}