Pith Number

pith:FJF72XD5

pith:2022:FJF72XD5XDRSEWWEZ3BA2EZAEJ

not attested not anchored not stored refs pending

A Review of Safe Reinforcement Learning: Methods, Theory and Applications

Alois Knoll, Florian Walter, Guang Chen, Jun Wang, Long Yang, Shangding Gu, Yali Du

arxiv:2205.10330 v5 · 2022-05-20 · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FJF72XD5XDRSEWWEZ3BA2EZAEJ}

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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.

Cited by

12 papers in Pith

Regularized Reward-Punishment Reinforcement Learning

Addressing Moral Uncertainty using Large Language Models for Ethical Decision-Making

SafeVLA: Towards Safety Alignment of Vision-Language-Action Model via Constrained Learning

From Cumulative Constraints to Adaptive Runtime Safety Control for Nonstationary Reinforcement Learning

Safe Continual Reinforcement Learning under Nonstationarity via Adaptive Safety Constraints

Receipt and verification

First computed	2026-07-05T08:22:54.339648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a4bfd5c7db8e3225ac4cec20d13202259fb17614c07839abcba3c08890fa1e7

Aliases

arxiv: 2205.10330 · arxiv_version: 2205.10330v5 · doi: 10.48550/arxiv.2205.10330 · pith_short_12: FJF72XD5XDRS · pith_short_16: FJF72XD5XDRSEWWE · pith_short_8: FJF72XD5

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/FJF72XD5XDRSEWWEZ3BA2EZAEJ \
  | 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: 2a4bfd5c7db8e3225ac4cec20d13202259fb17614c07839abcba3c08890fa1e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44e60662697f9c8fadbf52248608f7eba3b4da4472ff27ed25b1553fa24b469b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-05-20T17:42:38Z",
    "title_canon_sha256": "219119a6fa9fbb14d32b77777ff56427299cde0805eeeefc3f787dafd3eeb2be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.10330",
    "kind": "arxiv",
    "version": 5
  }
}