Pith Number

pith:XWJC7IZX

pith:2021:XWJC7IZXO46NCPC7NIZK46CSJG

not attested not anchored not stored refs pending

Exploration-exploitation trade-off for continuous-time episodic reinforcement learning with linear-convex models

Lukasz Szpruch, Tanut Treetanthiploet, Yufei Zhang

arxiv:2112.10264 v1 · 2021-12-19 · cs.LG · math.OC · math.PR · 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{XWJC7IZXO46NCPC7NIZK46CSJG}

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

PhiBE-Q-Learning: Bridging Off-Policy Reinforcement Learning and Continuous-Time Control

Receipt and verification

First computed	2026-07-05T03:42:57.338250Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd922fa337773cd13c5f6a32ae785249adac1938f43bdd4683fe7a1c2cc8b130

Aliases

arxiv: 2112.10264 · arxiv_version: 2112.10264v1 · doi: 10.48550/arxiv.2112.10264 · pith_short_12: XWJC7IZXO46N · pith_short_16: XWJC7IZXO46NCPC7 · pith_short_8: XWJC7IZX

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/XWJC7IZXO46NCPC7NIZK46CSJG \
  | 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: bd922fa337773cd13c5f6a32ae785249adac1938f43bdd4683fe7a1c2cc8b130

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e37efd683be0b1451a6dfcc377f3d96bfa7658246e68de4f7fa5f3598c4224d",
    "cross_cats_sorted": [
      "math.OC",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-19T21:47:04Z",
    "title_canon_sha256": "255790aa8b6de39be163bb69abd23b52e344c4571fe34a62d848376dfc3b845a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.10264",
    "kind": "arxiv",
    "version": 1
  }
}