Pith Number

pith:P54VRD2A

pith:2024:P54VRD2A6UTZ5PIQ55IEV46JXY

not attested not anchored not stored refs pending

Safe and Robust Reinforcement Learning: Principles and Practice

Raul Santos-Rodriguez, Taku Yamagata

arxiv:2403.18539 v2 · 2024-03-27 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P54VRD2A6UTZ5PIQ55IEV46JXY}

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

Evolving Robustness--Exploration Trade-off in Online Reinforcement Learning via Quantile Bayesian Risk MDPs

Receipt and verification

First computed	2026-07-05T08:02:26.077125Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f79588f40f5279ebd10ef504af3c9be3972f2844cd706eafa57260c0c12baed

Aliases

arxiv: 2403.18539 · arxiv_version: 2403.18539v2 · doi: 10.48550/arxiv.2403.18539 · pith_short_12: P54VRD2A6UTZ · pith_short_16: P54VRD2A6UTZ5PIQ · pith_short_8: P54VRD2A

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/P54VRD2A6UTZ5PIQ55IEV46JXY \
  | 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: 7f79588f40f5279ebd10ef504af3c9be3972f2844cd706eafa57260c0c12baed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20e443d7141923a22fd0427ba80a08b01d53e7a11d3f55a905f915d480cccb6a",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-27T13:14:29Z",
    "title_canon_sha256": "7d2e2106c6fe67537e4654e93740bd08a92277bc8babbeac59895057b16aeac2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.18539",
    "kind": "arxiv",
    "version": 2
  }
}