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Guangtao Xue

4 accepted papers

2026

Listening Through the Noise: Cauchy-Driven Diffusion Bridges for Robust Gastrointestinal Auscultation and Clinical Benchmarking

ICML 2026spotlight

Gastrointestinal (GI) motility assessment via bowel sounds (BS) offers a non-invasive alternative to resource-intensive clinical standards. However, the diagnostic utility of BS is often compromised by its spectral overlap with non-stationary speech interference. While generative models have advance…

Cited by 0SourceScholar
2025

AMSER: Accelerate Mobile Speech Emotion Recognition with Signal Compression

ICASSP 2025accepted

Speech-based interaction systems are widely used in mobile devices like smartphones. With advances in deep neural networks, tasks such as speech emotion recognition (SER) enhance these systems’ user-friendliness. However, deploying SER models on mobile devices is challenging due to their complexity…

Cited by 0SourceScholar
2025

EoT: Evolution of Thoughts for Complex Reasoning Tasks

EMNLP 2025

Knowledge-based complex reasoning remains a significant challenge for large language models (LLMs) with in-context learning. To tackle this issue, previous studies focus on ensuring behavior fidelity, factuality, or reliability in generated reasoning processes that guide LLMs to produce solutions. H

2025

Leveraging Peer-Informed Label Consistency for Robust Graph Neural Networks with Noisy Labels

IJCAI 2025

Graph Neural Networks (GNNs) excel in many applications but struggle when trained with noisy labels, especially as noise can propagate through the graph structure. Despite recent progress in developing robust GNNs, few methods exploit the intrinsic properties of graph data to filter out noise. In th

Cited by 0SourcePDFScholar