Tianhua Xia

According to our database, Tianhua Xia authored at least 13 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

DREAM-R: Multimodal Speculative Reasoning with RL-Based Refined Drafting, Precise Verification, and Fully Parallel Execution.

Yunhai Hu, Zining Liu, Xiangyang Yin, Tianhua Xia, Bo Bao, Eric Sather, Vithursan Thangarasa, Sai Qian Zhang

CoRR, May, 2026

CodeQuant: Unified Clustering and Quantization for Enhanced Outlier Smoothing in Low-Precision Mixture-of-Experts.

Xiangyang Yin, Xingyu Liu, Tianhua Xia, Bo Bao, Vithursan Thangarasa, Valavan Manohararajah, Eric Sather, Sai Qian Zhang

CoRR, April, 2026

FLAME: A Framework Exploring Execution Strategies for Multi-Cycle Operations in CGRA.

Jiajun Qin, Cheng Tan, Ruihong Yin, Tianhua Xia, Sai Qian Zhang, Bei Yu

Proceedings of the Design, Automation & Test in Europe Conference, 2026

Segment Only Where You Look: Leveraging Human Gaze Behavior for Efficient Computer Vision Applications in Augmented Reality.

Tianhua Xia, Haiyu Wang, Sai Qian Zhang

Proceedings of the 31st ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2026

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation.

Zining Liu, Yunhai Hu, Tianhua Xia, B. O. Bao, Eric Sather, Vithursan Thangarasa, Sai Qian Zhang

Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2026

2025

Huff-LLM: End-to-End Lossless Compression for Efficient LLM Inference.

Patrick Yubeaton, Tareq Mahmoud, Shehab Naga, Pooria Taheri, Tianhua Xia, Arun George, Yasmein Khalil, Sai Qian Zhang, Siddharth Joshi, Chinmay Hegde, Siddharth Garg

CoRR, February, 2025

DREAM: Drafting with Refined Target Features and Entropy-Adaptive Cross-Attention Fusion for Multimodal Speculative Decoding.

Yunhai Hu, Tianhua Xia, Zining Liu, Rahul Raman, Xingyu Liu, Bo Bao, Eric Sather, Vithursan Thangarasa, Sai Qian Zhang

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Kelle: Co-design KV Caching and eDRAM for Efficient LLM Serving in Edge Computing.

Tianhua Xia, Sai Qian Zhang

Proceedings of the 58th IEEE/ACM International Symposium on Microarchitecture, 2025

HAAN: A Holistic Approach for Accelerating Normalization Operations in Large Language Models.

Tianfan Peng, Tianhua Xia, Jiajun Qin, Sai Qian Zhang

Proceedings of the Design, Automation & Test in Europe Conference, 2025

Foveated Instance Segmentation.

Hongyi Zeng, Wenxuan Liu, Tianhua Xia, Jinhui Chen, Ziyun Li, Sai Qian Zhang

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

PICACHU: Plug-In CGRA Handling Upcoming Nonlinear Operations in LLMs.

Jiajun Qin, Tianhua Xia, Cheng Tan, Jeff Zhang, Sai Qian Zhang

Proceedings of the 30th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2025

2024

Hyft: A Reconfigurable Softmax Accelerator with Hybrid Numeric Format for both Training and Inference.

Tianhua Xia, Sai Qian Zhang

Proceedings of the 29th ACM/IEEE International Symposium on Low Power Electronics and Design, 2024

2023

Softmax Acceleration with Adaptive Numeric Format for both Training and Inference.

Tianhua Xia, Sai Qian Zhang

CoRR, 2023