Pith Number

pith:KZBI7AVB

pith:2025:KZBI7AVBFOTO57SUKBGTKTIGWJ

not attested not anchored not stored refs pending

Data-Driven Exploration for a Class of Continuous-Time Indefinite Linear--Quadratic Reinforcement Learning Problems

Xun Yu Zhou, Yilie Huang

arxiv:2507.00358 v2 · 2025-07-01 · cs.LG · cs.AI · cs.SY · eess.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KZBI7AVBFOTO57SUKBGTKTIGWJ}

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

3 papers in Pith

ART for Diffusion Sampling: Continuous-Time Control and Actor-Critic Learning

ART for Diffusion Sampling: A Reinforcement Learning Approach to Timestep Schedule

Amortized Guidance for Image Inpainting with Pretrained Diffusion Models

Receipt and verification

First computed	2026-07-05T11:41:43.625688Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56428f82a12ba6eefe54504d354d06b2669c24a8deb0f07d0c3a46ac9fbf5c8c

Aliases

arxiv: 2507.00358 · arxiv_version: 2507.00358v2 · doi: 10.48550/arxiv.2507.00358 · pith_short_12: KZBI7AVBFOTO · pith_short_16: KZBI7AVBFOTO57SU · pith_short_8: KZBI7AVB

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/KZBI7AVBFOTO57SUKBGTKTIGWJ \
  | 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: 56428f82a12ba6eefe54504d354d06b2669c24a8deb0f07d0c3a46ac9fbf5c8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9850b53716730284acd341ea366a7b6bf415f046ef2798fbfd807798b8d428c2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-01T01:09:06Z",
    "title_canon_sha256": "25c8a22426d26094619aeff0290f05ada416496d6fe12498599b4f67decb6f6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00358",
    "kind": "arxiv",
    "version": 2
  }
}