Pith Number

pith:E5EL6UZ6

pith:2024:E5EL6UZ6FVG3Q6YPVEROHM6L64

not attested not anchored not stored refs pending

Reinforcement Learning with Adaptive Regularization for Safe Control of Critical Systems

Haozhe Tian, Homayoun Hamedmoghadam, Pietro Ferraro, Robert Shorten

arxiv:2404.15199 v3 · 2024-04-23 · 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{E5EL6UZ6FVG3Q6YPVEROHM6L64}

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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

2 papers in Pith

Safe Online Learning via Smooth Safety-Structured Policy Composition

Constraint-Aware Reinforcement Learning via Adaptive Action Scaling

Receipt and verification

First computed	2026-07-05T09:28:49.271155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2748bf533e2d4db87b0fa922e3b3cbf724ce50929f9142be963ecf5e6fc65e35

Aliases

arxiv: 2404.15199 · arxiv_version: 2404.15199v3 · doi: 10.48550/arxiv.2404.15199 · pith_short_12: E5EL6UZ6FVG3 · pith_short_16: E5EL6UZ6FVG3Q6YP · pith_short_8: E5EL6UZ6

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/E5EL6UZ6FVG3Q6YPVEROHM6L64 \
  | 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: 2748bf533e2d4db87b0fa922e3b3cbf724ce50929f9142be963ecf5e6fc65e35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62837f9b5eff7b5e23566bc67e57eea0b5ce97c86945d38ee7ea04f3e6c77616",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-23T16:35:14Z",
    "title_canon_sha256": "6c05938b6aa01feca68956056019a8e2bdbf686322d8b6f806b00513ef675498"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.15199",
    "kind": "arxiv",
    "version": 3
  }
}