Institute of Information Science

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

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

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

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

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

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

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

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

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

EigenGS Representation: From Eigenspace to Gaussian Image Space

IEEE/CVF Conference on Computer Vision and Pattern Recognition, June 2025

Lo-Wei Tai, Ching-En Li, Cheng-Lin Chen, Chih-Jung Tsai, Hwann-Tzong Chen and Tyng-Luh Liu

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

Institute of Information Science, Academia Sinica

Recent Research Results

Academic Activities

TIGP (SNHCC) -- Virtual Musician: An Automated System for Generating Expressive Virtual Violin Performances from Music

[DLS2025-5] Quantum Frontiers: From Fundamental Theory to Real-World Impact

[Open House]Deep Learning-based Animal Behavior Analysis

[Open House ]Discovering Musical Structure with Artificial Intelligence

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

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

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

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