Research
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.

169,051 papers · 148 categories

Trend · papers per month

0.3%0.5%0.8%0.1% · Dec 201719922001200920182026
5 results for worldviews

The paper compares different fairness definitions under various worldviews.

problem Avoiding disparity amplification under different worldviews.
method Mathematical comparison of four fairness definitions using a theoretical framework.
result Different worldviews require different fairness definitions to avoid disparity amplification.

Paper tackles inverse reinforcement learning with feature mismatch, proposing a teaching scheme.

problem Learning near-optimal behavior from an expert's demonstrations when there's a mismatch between the learner and expert's worldviews.
method Introduces teaching risk to measure suboptimality and suggests a teaching scheme to decrease it.
result Standard algorithms based on inverse reinforcement learning can find near-optimal policies with bounds on teaching risk.

Paper improves teaching by considering learner's preferences and constraints.

problem Teaching without considering learner's preferences and constraints.
method Design of learner-aware teaching algorithms that account for learner's preferences and constraints.
result Significant performance improvements over learner-agnostic teaching.

Paper introduces kernel methods for detecting anomalous changes in remote sensing imagery.

problem Detecting anomalous changes in remote sensing imagery.
method Nonlinear extension of Gaussian and elliptically contoured distribution algorithms using reproducing kernel Hilbert space.
result Improved detection accuracy and reduced false-alarm rates compared to linear formulations.