2026

LiST: Local-Simplex Test-Time LoRA Fusion
LiST: Local-Simplex Test-Time LoRA Fusion

Yihua Shao, Jia Li, Siyu Chen, Xinyu Luo, Yang Liu, Kecheng Chen, Xinwei Long, Lingyu Zhu, Fanhu Zeng, Maolin Wang, Ziyang Yan, Jingcai Guo, Hao Tang, Nicu Sebe, Zhenyi Wang

Empirical Methods in Natural Language Processing (EMNLP) Finding 2026

[Paper]

LiST: Local-Simplex Test-Time LoRA Fusion

Yihua Shao, Jia Li, Siyu Chen, Xinyu Luo, Yang Liu, Kecheng Chen, Xinwei Long, Lingyu Zhu, Fanhu Zeng, Maolin Wang, Ziyang Yan, Jingcai Guo, Hao Tang, Nicu Sebe, Zhenyi Wang

Empirical Methods in Natural Language Processing (EMNLP) Finding 2026

[Paper]

Gradient-free Task-Conditioned Retrieval for On-Device In-Context Learning
Gradient-free Task-Conditioned Retrieval for On-Device In-Context Learning

Xinyu Luo, Hui Liu, Yihua Shao, Junyi Yang, Arindam Basu, Haoliang Li

Under review.

[Paper]

Gradient-free Task-Conditioned Retrieval for On-Device In-Context Learning

Xinyu Luo, Hui Liu, Yihua Shao, Junyi Yang, Arindam Basu, Haoliang Li

Under review.

[Paper]

Efficient Test-Time Adaptation through Latent Subspace Coefficients Search
Efficient Test-Time Adaptation through Latent Subspace Coefficients Search

Xinyu Luo, Jie Liu, Kecheng Chen, Junyi Yang, Bo Ding, Arindam Basu, Haoliang Li

Under review.

[Paper]

Efficient Test-Time Adaptation through Latent Subspace Coefficients Search

Xinyu Luo, Jie Liu, Kecheng Chen, Junyi Yang, Bo Ding, Arindam Basu, Haoliang Li

Under review.

[Paper]

2025

A 33.6–136.2-TOPS/W Nonlinear Analog Computing-in-Memory Macro for Multi-Bit LSTM Accelerator in 65-nm CMOS
A 33.6–136.2-TOPS/W Nonlinear Analog Computing-in-Memory Macro for Multi-Bit LSTM Accelerator in 65-nm CMOS

Junyi Yang, Xinyu Luo, Ye Ke, Zheng Wang, Hongyang Shang, Shuai Dong, Zhengnan Fu, Xiaofeng Yang, Hongjie Liu, Arindam Basu

IEEE Journal of Solid-State Circuits (JSSC) 2025

[Paper]

A 33.6–136.2-TOPS/W Nonlinear Analog Computing-in-Memory Macro for Multi-Bit LSTM Accelerator in 65-nm CMOS

Junyi Yang, Xinyu Luo, Ye Ke, Zheng Wang, Hongyang Shang, Shuai Dong, Zhengnan Fu, Xiaofeng Yang, Hongjie Liu, Arindam Basu

IEEE Journal of Solid-State Circuits (JSSC) 2025

[Paper]

SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks
SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks

Xinyu Luo, Kecheng Chen, Pao-Sheng Vincent Sun, Chris Xing Tian, Arindam Basu, Haoliang Li

Neural Information Processing Systems Conference (NeurIPS) 2025

[Paper] [Code]

SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks

Xinyu Luo, Kecheng Chen, Pao-Sheng Vincent Sun, Chris Xing Tian, Arindam Basu, Haoliang Li

Neural Information Processing Systems Conference (NeurIPS) 2025

[Paper] [Code]

Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates
Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates

Kecheng Chen, Xinyu Luo, Tiexin Qin, Jie Liu, Hui Liu, Victor Ho Fun Lee, Hong Yan, Haoliang Li

International Conference on Computer Vision (ICCV) 2025

[Paper] [Code]

Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates

Kecheng Chen, Xinyu Luo, Tiexin Qin, Jie Liu, Hui Liu, Victor Ho Fun Lee, Hong Yan, Haoliang Li

International Conference on Computer Vision (ICCV) 2025

[Paper] [Code]