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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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3 results for “cross-corpus”

Boundary-aware Prototype-driven Adversarial Alignment for Cross-Corpus EEG Emotion Recognitioncs.LG

Unified framework improves cross-corpus EEG emotion recognition by aligning prototypes and refining decision boundaries.

problem Cross-corpus EEG emotion recognition suffers from performance degradation due to physiological variability and device inconsistencies.

method Prototype-driven Adversarial Alignment (PAA) framework with three configurations: local, contrastive, and boundary-aware.

result State-of-the-art performance improvements across four cross-corpus evaluation protocols.

EEG emotion recognition cross-corpus prototype-driven adversarial alignment decision boundaries

2026-03-18abs ↗pdf ↗

Improving Cross-Corpus Speech Emotion Recognition with Adversarial Discriminative Domain Generalization (ADDoG)cs.LG

Automatic speech emotion recognition provides computers with critical context to enable user understanding. While methods trained and tested within the same dataset have been shown successful, they often fail when applied to unseen datasets. To address this, recent work has focused on adversarial methods to find more g…

2019-03-28abs ↗pdf ↗

Modeling Feature Representations for Affective Speech using Generative Adversarial Networkscs.LG

Emotion recognition is a classic field of research with a typical setup extracting features and feeding them through a classifier for prediction. On the other hand, generative models jointly capture the distributional relationship between emotions and the feature profiles. Relatively recently, Generative Adversarial Ne…

2019-10-31abs ↗pdf ↗