I am a 1st year Computer Science Ph.D. student in Georgia Institute of Technology.

Research

I have been exploring 2 threads of research:

1. Improving the performance and efficiency of language models, with a focus on State Space Based models such as Mamba
2. The application of language models to speed up and lower the entrance barrier of hardware design, including automatic generation of RTL

Publications

• [ACL ‘25] [LAMB: A Training-Free Method to Enhance the Long-Context Understanding of SSMs via Attention-Guided Token Filtering]
• [ICLR ‘25] LongMamba: Enhancing Mamba’s Long-Context Capabilities via Training-Free Receptive Field Enlargement
• [NeurIPS ‘24] 3D Gaussian Can Be Sparser Than You Thought: Efficient Rendering via Learned Fragment Pruning
• [MICRO ‘24] VGA: Hardware Accelerator for Scalable Long Sequence Model
• [DAC ‘23] A Memory-Efficient Edge Inference Accelerator with XOR-based Model Compression

CV

Link