Pith Number

pith:HSLGKSCR

pith:2022:HSLGKSCRLGS665YXX443F5ZMAP

not attested not anchored not stored refs pending

Provably Efficient Model-Free Constrained RL with Linear Function Approximation

Arnob Ghosh, Ness Shroff, Xingyu Zhou

arxiv:2206.11889 v3 · 2022-06-23 · cs.LG · cs.AI · cs.SY · eess.SY · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HSLGKSCRLGS665YXX443F5ZMAP}

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

Tail-Risk-Safe Monte Carlo Tree Search under PAC-Level Guarantees

Receipt and verification

First computed	2026-07-05T05:31:15.234030Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c9665485159a5ef7717bf39b2f72c03d763f09ed08f8c82a77e27291659e658

Aliases

arxiv: 2206.11889 · arxiv_version: 2206.11889v3 · doi: 10.48550/arxiv.2206.11889 · pith_short_12: HSLGKSCRLGS6 · pith_short_16: HSLGKSCRLGS665YX · pith_short_8: HSLGKSCR

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/HSLGKSCRLGS665YXX443F5ZMAP \
  | 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: 3c9665485159a5ef7717bf39b2f72c03d763f09ed08f8c82a77e27291659e658

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca78103b315eb0669a3d6eceaa4c3ce4aee884863628c58831a24437027c3083",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-23T17:54:31Z",
    "title_canon_sha256": "742ceb40598b699dbed83877437200e2d39a357b8456585c13291c9339baebd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.11889",
    "kind": "arxiv",
    "version": 3
  }
}