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Institute of Information Science, Academia Sinica

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Recent Research Results

Ding-Yong Hong

Throughput Optimization for Multi-GPU Speculative Decoding Pipelines

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

Wen-Li Ouyang, Pangfeng Liu, Ding-Yong Hong, Jan-Jan Wu

Ding-Yong Hong

Hybrid Dual-batch and Cyclic Progressive Learning for Efficient Distributed Training of Convolutional Neural Networks

Future Generation Computer Systems, October 2026

Kuan-Wei Lu, Ding-Yong Hong, Pangfeng Liu, Jan-Jan Wu

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

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

Hsin-Min Wang

Understanding Audiovisual Deepfake Detection: Techniques, Challenges, Human Factors, and Perceptual Insights

IEEE Computational Intelligence Magazine, May 2026

Ammarah Hashmi, Sahibzada Adil Shahzad, Chia-Wen Lin, Yu Tsao, and Hsin-Min Wang

Academic Activities

13
November
Today

Distinguished Lecture Series

[2026-10 DLS] Random Thoughts after more than 60 years in the trenches (Delivered in English)

LecturerDistinguished Professor Yale Patt, Electrical and Computer Engineering, University of Texas at Austin (USA)

Time2026-11-13 (Fri.) 10:00 ~ 12:00

LocationAuditorium N106, IIS

18
November

Distinguished Lecture Series

[DLS 2026-11]On Reusing Model Parameters

LecturerDistinguished Professor Dacheng Tao, College of Computing & Data Science, Nanyang Technological University

Time2026-11-18 (Wed.) 10:00 ~ 12:00

LocationAuditorium N106 at IIS

18
November

Seminar

Non-classical Topological Evidence Logic

LecturerProf. Igor Sedlár, Institute of Computer Science and the Institute of Philosophy, The Czech Academy of Sciences in Prague

Time2026-11-18 (Wed.) 14:00 ~ 15:15

LocationAuditorium 106 at IIS new Building

18
November

Seminar

Fitch’s Paradox: An Axiomatic Approach

LecturerProf. Shawn Standefer, Graduate School of Information Sciences, Tohoku University

Time2026-11-18 (Wed.) 15:30 ~ 16:45

LocationAuditorium 106 at IIS new Building

19
November

Seminar

"Next" and "until" in relevant temporal logic

LecturerProf. Igor Sedlár, Institute of Computer Science and the Institute of Philosophy, The Czech Academy of Sciences in Prague

Time2026-11-19 (Thu.) 14:00 ~ 15:15

LocationAuditorium 106 at IIS new Building

19
November

Seminar

Reductions in combinatory logic and Curry's last problem

LecturerMr. Fan Ho, Department of Philosophy, National Chung Cheng University

Time2026-11-19 (Thu.) 15:30 ~ 16:45

LocationAuditorium 106 at IIS new Building

23
November

Seminar

Probing the design space of peptide nanofibrils through generation processes

LecturerDr. Chao-Yu Yang, University of Manchester

Time2026-11-23 (Mon.) 14:00 ~ 16:00

LocationAuditorium O108 at IIS

23
November

Seminar

TIGP (SNHCC) -- A Gentle Introduction to Differential Privacy in AI

LecturerProf. Eli Chien, Department of Electrical Engineering, National Taiwan University

Time2026-11-23 (Mon.) 14:00 ~ 16:00

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