Institute of Information Science, Academia Sinica

FedSDA: Federated Stain Distribution Alignment for Non-IID Histopathological Image Classification

The 40th Annual AAAI Conference on Artificial Intelligence (AAAI), January 2026

Cheng-Chang Tsai, Kevin Cheng, and Chun-Shien Lu

Complete end-to-end learning from protein feature representation to protein interactome inference

GigaScience, November 2025

Yu-Hsin Chen, Chien-Fu Liu, Jun-Yi Leu*, and Huai-Kuang Tsai*

GreedyPixel: Fine-Grained Black-Box Adversarial Attack Via Greedy Algorithm

IEEE Transactions on Information Forensics and Security , November 2025

Hanrui Wang, Ching-Chun Chang, Chun-Shien Lu, Christopher Leckie, and Isao Echizen

AV-Lip-Sync+: Leveraging AV-HuBERT to Exploit Multimodal Inconsistency for Deepfake Detection of Frontal Face Videos

IEEE Transactions on Human-Machine System, December 2025

Sahibzada Adil Shahzad, Ammarah Hashmi, Yan-Tsung Peng, Yu Tsao, and Hsin-Min Wang

Learning Human-Like RL Agents Through Trajectory Optimization With Action Quantization

the Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS), December 2025

Jian-Ting Guo, Yu-Cheng Chen, Ping-Chun Hsieh, Kuo-Hao Ho, Po-Wei Huang, Ti-Rong Wu, I-Chen Wu

Promptable 3-D Object Localization with Latent Diffusion Models

Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS), December 2025

Cheng-Yao Hong, Li-Heng Wang, and Tyng-Luh Liu

Chromosome-Level Genome Assembly and Annotation of the Japanese Cutlassfish (Trichiurus japonicus): A High-Quality Genomic Resource Featuring Nuclear and Mitochondrial Completeness for Future Studies

Scientific Data, November 2025

Po-Cheng Hsu, Chung-Yen Lin, Ping-Heng Hsieh, Wei-Hsuan Chuang, Mei-Yeh Lu, Chaolun A llen Chen, Shu-Hwa Chen

SGCD: Stain-Guided CycleDiffusion for Unsupervised Domain Adaptation of Histopathology Image Classification

The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS) (Spotlight), December 2025

Hsi-Ling Chen, Chun-Shien Lu, and Pau-Choo Chung

Safety Alignment Depth in Large Language Models: A Markov Chain Perspective

The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS), December 2025

Ching-Chia Kao, Chia-Mu Yu, Chun-Shien Lu, and Chu-Song Chen

Uncertainty-Guided Exploration for Efficient AlphaZero Training

Annual Conference on Neural Information Processing Systems (NeurIPS), December 2025

Scott Cheng, Meng-Yu Tsai, Ding-Yong Hong, Mahmut Kandemir

A Grouping Algorithm for Training Tree-Shaped Models on Multiple GPUs with High Efficiency

IEEE International Conference on Computers, Software, and Applications (COMPSAC), July 2025

Cai-Feng Lin, Ding-Yong Hong, Tzu-Hsien Tsai, Pangfeng Liu, Jan-Jan Wu

HAAQI-Net: A Non-intrusive Neural Music Audio Quality Assessment Model for Hearing Aids

IEEE Transaction on Audio, Speech and Language Processing, February 2025

Dyah A. M. G. Wisnu, Stefano Rini, Ryandhimas E. Zezario, Hsin-Min Wang, and Yu Tsao