Pith Number

pith:J43NESKQ

pith:2022:J43NESKQVRCP3V35QUNJMQPAF3

not attested not anchored not stored refs pending

Robust Constrained Reinforcement Learning

Fei Miao, Shaofeng Zou, Yue Wang

arxiv:2209.06866 v1 · 2022-09-14 · 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{J43NESKQVRCP3V35QUNJMQPAF3}

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

2 papers in Pith

Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form

Optimistic Policy Learning under Pessimistic Adversaries with Regret and Violation Guarantees

Receipt and verification

First computed	2026-07-05T04:57:49.374461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f36d24950ac44fdd77d851a9641e02ed5ba46979d88c9580f8b79ea0564536d

Aliases

arxiv: 2209.06866 · arxiv_version: 2209.06866v1 · doi: 10.48550/arxiv.2209.06866 · pith_short_12: J43NESKQVRCP · pith_short_16: J43NESKQVRCP3V35 · pith_short_8: J43NESKQ

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/J43NESKQVRCP3V35QUNJMQPAF3 \
  | 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: 4f36d24950ac44fdd77d851a9641e02ed5ba46979d88c9580f8b79ea0564536d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "001ab86fd921e0d435d492d24bc643fe2fb03a8f3e1b7304b91e5c59380b5424",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-14T18:29:02Z",
    "title_canon_sha256": "01778ea2ee3c965b40e49831b4140b924047a121edb6831c61a9f06179039774"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.06866",
    "kind": "arxiv",
    "version": 1
  }
}