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Mingxiu Cai

4 accepted papers

2025

CostFilter-AD: Enhancing Anomaly Detection through Matching Cost Filtering

ICML 2025poster

Unsupervised anomaly detection (UAD) seeks to localize the anomaly mask of an input image with respect to normal samples. Either by reconstructing normal counterparts (reconstruction-based) or by learning an image feature embedding space (embedding-based), existing approaches fundamentally rely on i…

2024

EmpCRL: Controllable Empathetic Response Generation via In-Context Commonsense Reasoning and Reinforcement Learning

COLING 2024main

Empathetic response generation aims to understand the user’s feelings emotionally and generate responses with appropriate emotion. According to psychological theories, empathy consists of two main aspects: affection and cognition. However, existing works lack the perception of fine-grained dialogue…

Cited by 3SourcePDFScholar
2024

PECER: Empathetic Response Generation Via Dynamic Personality Extraction and Contextual Emotional Reasoning

ICASSP 2024accepted

Empathy is a key factor in human emotional communication and social interaction. Personality is closely related to empathy, which is shaped by the interaction of cognition and affection, and plays a crucial role in emotional expression. However, previous studies have neglected personality as an impo…

Cited by 0SourceScholar