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Institute of Information Science, Academia Sinica

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Recent Research Results

Ding-Yong Hong

Search-Tree Scaling in Parallel Monte Carlo Tree Search

Annual Conference on Neural Information Processing Systems (NeurIPS), December 2026

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

Ding-Yong Hong

CARE: Joint Compression with Adaptive Recovery for Large Language Models

The IEEE International Conference on Parallel and Distributed Systems (ICPADS), November 2026

Fen-Yu Hsieh, Ding-Yong Hong, Jan-Jan Wu

Ding-Yong Hong

Optimizing Pipeline Parallelism for Deep Learning With Activation Checkpointing

Concurrency and Computation: Practice and Experience, September 2026

Tzu-Hsien Tsai, Ming-Yen Chiang, Ding-Yong Hong, Pangfeng Liu, Jan-Jan Wu

Chun-Shien Lu

Face Deepfake-aware Recovery via Semantic-driven Facial Representation-based Watermarking

The Fortieth Annual Conference on Neural Information Processing Systems (NeurIPS)(Main Track), December 2026

Yuan-Chih Chen and Chun-Shien Lu

Chun-Shien Lu

Position: Peer review should constrain evaluative authority

The Fortieth Annual Conference on Neural Information Processing Systems (NeurIPS) (Position Track), December 2026

Hanrui Wang, Timo Spinde, Chun-Shien Lu, and Isao Echizen

Hsin-Min Wang

Anchoring Speech with Semantics: A Multimodal Adapter Mechanism for Automatic Speech Recognition in Low-Resource Languages

Conference on Empirical Methods in Natural Language Processing (EMNLP 2026), October 2026

Kuan-Tang Huang, Cheng-Yeh Yang, Chien-Chun Wang, Hung-Shin Lee, Hsin-Min Wang, and Berlin Chen

Hsin-Min Wang

CALM: Cycle-Aware Latent Modeling for Arteriovenous Fistula Assessment using Audio Foundation Models and Low-Level Descriptors

IEEE Journal of Translational Engineering in Health and Medicine, July 2026

Whenty Ariyanti, Ping-Yi Lin, Chia-Yu Hu, Shang-Feng Yang, Shin-Hung Tsai, Li-Ning Peng, Po-Hsun Huang, Hsin-Min Wang, and Yu Tsao

Hsin-Min Wang

Towards Robust Assessment of Pathological Voices via Combined Low-Level Descriptors and Foundation Model Representations

IEEE Journal of Biomedical and Health Informatics, July 2026

Whenty Ariyanti, Kuan-Yu Chen, Sabato Marco Siniscalchi, Hsin-Min Wang, and Yu Tsao

Chun-Shien Lu

SSTMark: Robust Training-Free Semantic-Level Speech Watermarking

ACM International Conference on Multimedia (ACM MM), November 2026

Kuan-Lin Chu, Jun-Cheng Chen, Chun-Shien Lu

Chun-Shien Lu

Diffusion to Obfuscation: Time-Adaptive Synthesized Generation Against Gradient Leakage Attacks in Federated Learning

European Conference on Computer Vision (ECCV), September 2026

Farchan Hakim Raswa, Chun-Shien Lu, and Jia-Ching Wang

Tyng-Luh Liu

TiltDiff: Tilted Weight-Space Diffusion for Neural Network Generation

19th European Conference on Computer Vision (ECCV), September 2026

En-Ni Chuang, Hanjuan Huang, Hao-Jia Song, Hsing-Kuo Pao and Tyng-Luh Liu

Tyng-Luh Liu

Creat3r: Confidence Reaggregation for Exploration-aware Active 3D Reconstruction

The 43rd International Conference on Machine Learning (ICML), July 2026

Chih-Jung Tsai, Hwann-Tzong Chen and Tyng-Luh Liu

Huai-Kuang Tsai

DNA-DETR: sequence representation matters in object detection for functional genomic elements

Briefings in Bioinformatics, June 2026

Tsai, B.S., Wong, J.Y., and Tsai, H.K.*

Hsin-Min Wang

DeRA-MOS: Optimizing Text-to-Music Evaluation via Decoupled Listwise Ranking and Modality Alignment

IEEE Signal Processing Letters, June 2026

Chien-Chun Wang,Hung-Shin Lee,Hsin-Min Wang, and Berlin Chen

Chun-Shien Lu

DIffUMI: Training-Free Universal Model Inversion via Unconditional Diffusion for Face Recognition

IEEE Transactions on Information Forensics and Security , April 2026

Hanrui Wang, Shuo Wang, Chun-Shien Lu, and Isao Echizen

Chung-Yen Lin

Harnessing Sequence Embedding and Ensemble Learning to Identify Antifungal Peptides with Low Hemolytic Risk

ACS OMEGA, April 2026

Chung-Yen Lin,Wen-Chih Cheng, U-Lin Chen, Tzu-Tang Lin, Li-Hang Hsu, Yang-Hsin Shih, I-Hsuan Lu, Ying-Lien Chen, Shu-Hwa Chen

Ti-Rong Wu

Regret-Guided Search Control for Efficient Learning in AlphaZero

the Fourteenth International Conference on Learning Representations (ICLR), April 2026

Yun-Jui Tsai, Wei-Yu Chen, Yan-Ru Ju, Yu-Hung Chang, Ti-Rong Wu

Academic Activities

7
October
Today

Seminar

RANDOMNESS REUSE IN LLM WATERMARKS: SECURITY BOUNDS AND BLACK-BOX

LecturerDr. Yu Long Chen, COSIC research group, KU Leuven

Time2026-10-07 (Wed.) 10:15 ~ 12:15

LocationAuditorium 101 at IIS new Building

13
October

Distinguished Lecture Series

[DLS2026-7]Exploring the Representation Space of LLMs (Delivered in English)

LecturerProf. Eduard Hovy, Computer Science and Executive Director of Melbourne Connect, University of Melbourne (Australia)

Time2026-10-13 (Tue.) 10:10 ~ 12:00

LocationN106 Auditorium Room at IIS

13
October

Distinguished Lecture Series

[DLS 2026-8]Towards AI Superhuman Reasoning: from neuro-symbolic to thinking models and agents (Delivered in English)

LecturerDr. Thang Luong, Google DeepMind

Time2026-10-13 (Tue.) 15:00 ~ 17:00

LocationAuditorium N106, IIS

17
October

Seminar

[Open House] Multimodal Language Model and Its Applications to Daily Life

LecturerDr. Mark Liao, Institute of Information Science, Academia Sinica

Time2026-10-17 (Sat.) 09:30 ~ 10:00

LocationAuditorium 106 at IIS new Building

17
October

Seminar

[Open House] Can You Trust What You See? How AI Learns to Spot Fakes

LecturerDr. Tyng-Luh Liu, Institute of Information Science, Academia Sinica

Time2026-10-17 (Sat.) 10:10 ~ 10:40

LocationAuditorium 106 at IIS new Building

2
November

Seminar

TIGP (SNHCC) -- GAN-Based Adversarial Sample Generation for Low-Rate DDoS Attack Detection

LecturerProf. Shan-Hsiang Shen, Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology

Time2026-11-02 (Mon.) 14:00 ~ 16:00

LocationAuditorium 106 at IIS new Building

4
November

Seminar

Human-Centered AI in Games: Content Generation, Player Modeling, and Support

LecturerProf. Chu-Hsuan Hsueh, Japan Advanced Institute of Science and Technology (JAIST)

Time2026-11-04 (Wed.) 10:00 ~ 12:00

LocationAuditorium 106 at IIS new Building

30
November

Seminar

TIGP (SNHCC) -- Applications of AI in Text Analysis: Capabilities and Limitations through Research Cases

LecturerProf. Yu-Yun Chang, Graduate Institute of Linguistics, National Chengchi University

Time2026-11-30 (Mon.) 14:00 ~ 16:00

LocationAuditorium 106 at IIS new Building