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.

168,742 papers · 148 categories

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2 results for “pattern-driven”

What-If Explanations Over Time: Counterfactuals for Time Series Classificationcs.LG

Survey of counterfactual explanations for time series classification.

problem Generating plausible and actionable counterfactuals for time series data.

method Review of various counterfactual generation methods for time series classification.

result Highlight unique challenges and strengths of existing methods.

counterfactuals time series explainable AI nearest-neighbor pattern-driven

2026-03-29abs ↗pdf ↗

Dictionary Based Pattern Entropy for Causal Direction Discoverystat.ML

A novel framework infers causal direction from symbolic sequences using pattern entropy.

problem Challenges in discovering causal direction from temporal symbolic data.

method Dictionary Based Pattern Entropy (

DPE

) framework integrating AIT and Shannon Information Theory.

result Minimizing pattern level uncertainty yields a robust framework for causal discovery.

Causal Direction Symbolic Data Pattern Entropy Algorithmic Information Theory Shannon Information Theory

2026-03-04abs ↗pdf ↗