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Institute of Information Science, Academia Sinica

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Recent Research Results

Chun-Shien Lu

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

Chun-Shien Lu

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

Ding-Yong Hong

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

Hen-Hsen Huang

Efficient Beam Search for Large Language Models Using Trie-Based Decoding

The 30th Conference on Empirical Methods in Natural Language Processing (EMNLP 2025), November 2025

Brian J Chan, Mao-xun Huang, Jui-Hung Cheng, Chao-Ting Chen, Hen-Hsen Huang

Chun-Shien Lu

BadVim: Unveiling Backdoor Threats in Visual State Space Model

European Conference on Artificial Intelligence (ECAI), October 2025

Cheng-Yi Lee, Yu-Hsuan Chiang, Zhong-You Wu, Chia-Mu Yu, and Chun-Shien Lu

Chun-Shien Lu

MaXsive: High-Capacity and Robust Training-Free Generative Image Watermarking in Diffusion Models

ACM International Conference on Multimedia (ACM MM), October 2025

Po-Yuan Mao, Cheng-Chang Tsai, and Chun-Shien Lu

TI-RONG WU

Bridging Local and Global Knowledge via Transformer in Board Games

the thirty-fourth International Joint Conference on Artificial Intelligence (IJCAI), August 2025

Yan-Ru Ju, Tai-Lin Wu, Chung-Chin Shih, Ti-Rong Wu

Hsin-Min Wang

NeuroAMP: A Novel End-to-end General Purpose Deep Neural Amplifier for Personalized Hearing Aids

IEEE Transactions on Artificial Intelligence, August 2025

Shafique Ahmed, Ryandhimas E. Zezario, Hui-Guan Yuan, Amir Hussain, Hsin-Min Wang, Wei-Ho Chung, and Yu Tsao

Chung-Yen Lin

From AI to action: Antimicrobial peptides engineered by generative adversarial networks (GANs)-A novel approach to combat resistant Bacteria

Chemical Engineering Journal, September 2025

Chia-Wen Lai, Chung-Yen Lin, Meng-Chen Tsai, Wei-Jung Chen, Chia-Chun Hsieh, Zi-Jing Lin, Li-Jiuan Shen, Ying-Lien Chen, Lee-Jene Lai, Shu-Hwa Chen, Yang-Hsin Shih

Hen-Hsen Huang

SmartSpatial: Enhancing 3D Spatial Awareness in Stable Diffusion with a Novel Evaluation Framework

The 34th International Joint Conference on Artificial Intelligence (IJCAI 2025) Special Track on AI, Arts & Creativity, August 2025

Mao-Xun Huang, Brian J Chan, Hen-Hsen Huang

Hsin-Min Wang

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

Wei-Yun Ma

Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification

The Thirteenth International Conference on Learning Representations (ICLR 2025 Spotlight), April 2025

Hsun-Yu Kuo, Yin-Hsiang Liao, Yu-Chieh Chao, Wei-Yun Ma, Pu-Jen Cheng

Academic Activities

3
November

Workshop

[CITI-IIS-ISS ]2025-2 Joint Seminar & Coffee Time

Time2025-11-03 (Mon.) 14:00 ~ 16:00

LocationAuditorium 106&107 at IIS

4
November

Seminar

Normalization and interpolation for semi-substructural logics

LecturerDr. Cheng-Syuan Wan, Tallinn University of Technology

Time2025-11-04 (Tue.) 10:30 ~ 12:30

Location資訊所新館101演講廳 , Auditorium 101 at IIS new Building

10
November

Seminar

TIGP (SNHCC) --Signal Processing Innovation for Hearing Assistive Devices in the AI Era

LecturerDr. Enoch Hsin-Ho Huang, Research Center for Information Technology Innovation, Academia Sinica

Time2025-11-10 (Mon.) 14:00 ~ 16:00

LocationAuditorium 106 at IIS new Building

12
November

Distinguished Lecture Series

[DLS2025-6]Recent Developments in Green Learning: New Modules and Examples (Delivered in English)

LecturerDistinguished Professor C.-C. Jay Kuo, Electrical and Computer Engineering and Computer Science, University of Southern California, USA

Time2025-11-12 (Wed.) 10:00 ~ 12:00

LocationAuditorium 106, New Building of IIS

17
November

Seminar

TIGP (SNHCC) -- Teaching Machines to Speak Protein: AI for Therapeutic Peptide Discovery

LecturerProf. Ching-Tai Chen, Department of Computer Science, University of Taipei

Time2025-11-17 (Mon.) 14:00 ~ 16:00

LocationAuditorium 106 at IIS new Building

5
December

Distinguished Lecture Series

[DLS2025-7]Intelligent Heuristics Are the Future of Computing

LecturerProf. Shanghua Teng, School of Engineering, University of Southern California, USA

Time2025-12-05 (Fri.) 14:00 ~ 16:00

LocationN106 Auditorium at IIS