On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

Trend · papers per month

count % of corpus

5 results for “Cost-Driven”

Cost-Driven Representation Learning for Linear Quadratic Gaussian Control: Part Ics.LG

Study learns state representations from observations for control, proving guarantees.

problem Learning state representations from high-dimensional observations for control.

method Cost-driven approach, learning latent state model to predict costs.

result Proves finite-sample guarantees for near-optimal state representation and controller.

Representation Learning Control Theory Linear Quadratic Gaussian Cost-Driven Finite-Sample Guarantees

2022-12-30abs ↗pdf ↗

Cost-Driven Representation Learning for Linear Quadratic Gaussian Control: Part IIcs.LG

Study cost-driven state representation learning for control from partial observations.

problem Learning state representation for control from partial and high-dimensional observations.

method Cost-driven state representation learning via predicting cumulative costs.

result Established finite-sample guarantees for near-optimal representation and controller.

Control Representation Learning Cumulative Costs Linear Quadratic Gaussian Finite-Sample Guarantees

2026-03-08abs ↗pdf ↗

RETR: Multi-View Radar Detection Transformer for Indoor Perceptioncs.CV

RETR improves indoor radar perception with a novel transformer model.

problem Indoor radar perception lacks models tailored for multi-view radar settings.

method RETR extends DETR architecture with depth-prioritized feature similarity, tri-plane loss, and radar-to-camera transformation.

result RETR outperforms state-of-the-art methods by 15.38+ AP for object detection and 11.91+ IoU for instance segmentation.

indoor radar perception multi-view radar transformer model object detection instance segmentation

2024-11-15abs ↗pdf ↗

A Causation-Based Framework for Pricing and Cost Allocation of Energy, Reserves, and Transmission in Modern Power Systemseess.SY

New pricing framework allocates costs of operating reserves and transmission.

problem Allocating costs of operating reserves and transmission efficiently.

method Causation-based framework using contingency-constrained scheduling models.

result More comprehensive and efficient cost-reflective market operations.

energy pricing reserve costs contingency management security charges nodal pricing

2025-05-30abs ↗pdf ↗

SANE: Strategic Autonomous Non-Smooth Exploration for Multiple Optima Discovery in Multi-modal and Non-differentiable Black-box Functionscs.LG

SANE improves exploration of noisy, multimodal functions by finding multiple optima.

problem Finding multiple optima in noisy, non-differentiable functions.

method Strategic Autonomous Non-Smooth Exploration (SANE) with a cost-driven acquisition function and human knowledge gate.

result SANE outperforms classical Bayesian optimization in discovering multiple optima.

Bayesian optimization multi-modal functions non-differentiable strategic exploration human intervention

2024-09-18abs ↗pdf ↗