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Haowen Chen

5 accepted papers

2026

FuseMine: Robust Multi-Modal Compound-Protein Interaction Prediction via Differential Attention Feature Mining

AAAI 2026technical

Accurate prediction of compound protein interactions (CPIs) is crucial for drug discovery. However, existing deep learning-based methods suffer from hidden biases and poor cross-domain generalization, leading to spurious correlations and inadequate representation of unseen compound-protein pairs.

Cited by 0SourcePDFScholar
2026

Rethinking Genomic Modeling Through Optical Character Recognition

ICML 2026poster

Recent genomic foundation models largely adopt large language model architectures that treat DNA as a one-dimensional token sequence. However, exhaustive sequential reading is structurally misaligned with sparse and discontinuous genomic semantics, leading to wasted computation on low-information ba…

Cited by 0SourceScholar
2025

Egocentric Speaker Diarization with Vision-Guided Clustering and Adaptive Speech Re-detection

ICASSP 2025accepted

Speaker diarization aims to identify "who spoke when" in multi-person conversational scenarios. State-of-the-art audio-only diarization methods divide the task into multi-stages of speech segmentation, neural speaker embedding and unsupervised clustering. Egocentric speaker diarization (i.e., diariz…

Cited by 0SourceScholar
2025

Revisiting Multimodal Emotion Recognition in Conversation from the Perspective of Graph Spectrum

AAAI 2025technical

Efficiently capturing consistent and complementary semantic features in context is crucial for Multimodal Emotion Recognition in Conversations (MERC). However, limited by the over-smoothing or low-pass filtering characteristics of spatial graph neural networks, are insufficient to accurately capture…