QUEST: Query-Aware Sparsity for Efficient Long-Context LLM Inference. - Jiaming Tang; Yilong Zhao 002; Kan Zhu; Guangxuan Xiao; Baris Kasikci; Song Han 003 (ICML, 2024)

Atom: Low-Bit Quantization for Efficient and Accurate LLM Serving. - Yilong Zhao 002; Chien-Yu Lin; Kan Zhu; Zihao Ye 001; Lequn Chen 001; Size Zheng 001; Luis Ceze; Arvind Krishnamurthy; Tianqi Chen 001; Baris Kasikci (MLSys, 2024)

NanoFlow: Towards Optimal Large Language Model Serving Throughput. - Kan Zhu; Yilong Zhao 002; Liangyu Zhao; Gefei Zuo; Yile Gu; Dedong Xie; Yufei Gao; Qinyu Xu; Tian Tang 001; Zihao Ye 001; Keisuke Kamahori; Chien-Yu Lin; et al. (CoRR, 2024)

BlendServe: Optimizing Offline Inference for Auto-regressive Large Models with Resource-aware Batching. - Yilong Zhao 002; Shuo Yang 011; Kan Zhu; Lianmin Zheng; Baris Kasikci; Yang Zhou 008; Jiarong Xing; Ion Stoica (CoRR, 2024)

From Optimal to Practical: Efficient Micro-op Cache Replacement Policies for Data Center Applications. - Kan Zhu; Yilong Zhao 002; Yufei Gao; Peter Braun 005; Tanvir Ahmed Khan 001; Heiner Litz; Baris Kasikci; Shuwen Deng (HPCA, 2025)

Sparse Video-Gen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity. - Haocheng Xi; Shuo Yang 011; Yilong Zhao 002; Chenfeng Xu; Muyang Li; Xiuyu Li; Yujun Lin 001; Han Cai; Jintao Zhang; Dacheng Li; Jianfei Chen 001; Ion Stoica; et al. (ICML, 2025)

XGrammar: Flexible and Efficient Structured Generation Engine for Large Language Models. - Yixin Dong; Charlie F. Ruan; Yaxing Cai; Ziyi Xu; Yilong Zhao 002; Ruihang Lai; Tianqi Chen 001 (MLSys, 2025)

Sparse VideoGen2: Accelerate Video Generation with Sparse Attention via Semantic-Aware Permutation. - Shuo Yang 011; Haocheng Xi; Yilong Zhao 002; Muyang Li; Jintao Zhang; Han Cai; Yujun Lin 001; Xiuyu Li; Chenfeng Xu; Kelly Peng; Jianfei Chen 001; Song Han 003; et al. (NeurIPS, 2025)

NanoFlow: Towards Optimal Large Language Model Serving Throughput. - Kan Zhu; Yufei Gao; Yilong Zhao 002; Liangyu Zhao; Gefei Zuo; Yile Gu; Dedong Xie; Zihao Ye 001; Keisuke Kamahori; Chien-Yu Lin; Ziren Wang; Stephanie Wang; et al. (OSDI, 2025)

Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity. - Haocheng Xi; Shuo Yang 011; Yilong Zhao 002; Chenfeng Xu; Muyang Li; Xiuyu Li; Yujun Lin 001; Han Cai; Jintao Zhang; Dacheng Li; Jianfei Chen 001; Ion Stoica; et al. (CoRR, 2025)

An Extensible Software Transport Layer for GPU Networking. - Yang Zhou 008; Zhongjie Chen; Ziming Mao; ChonLam Lao; Shuo Yang 011; Pravein Govindan Kannan; Jiaqi Gao; Yilong Zhao 002; Yongji Wu; Kaichao You; Fengyuan Ren; Zhiying Xu; et al. (CoRR, 2025)

LEANN: A Low-Storage Vector Index. - Yichuan Wang; Shu Liu; Zhifei Li; Yongji Wu; Ziming Mao; Yilong Zhao 002; Xiao Yan; Zhiying Xu; Yang Zhou 008; Ion Stoica; Sewon Min; Matei Zaharia; et al. (CoRR, 2025)

VLASH: Real-Time VLAs via Future-State-Aware Asynchronous Inference. - Jiaming Tang; Yufei Sun; Yilong Zhao 002; Shang Yang; Yujun Lin 001; Zhuoyang Zhang; James Hou; Yao Lu 006; Zhijian Liu; Song Han 003 (CoRR, 2025)

FrontierCS: Evolving Challenges for Evolving Intelligence. - Qiuyang Mang; Wenhao Chai; Zhifei Li; Huanzhi Mao; Shang Zhou; Alexander Du; Hanchen Li; Shu Liu; Edwin Chen; Yichuan Wang; Xieting Chu; Zerui Cheng; et al. (CoRR, 2025)

BlendServe: Optimizing Offline Inference with Resource-Aware Batching. - Yilong Zhao 002; Shuo Yang 011; Kan Zhu; Lianmin Zheng; Baris Kasikci; Yifan Qiao 002; Yang Zhou 008; Jiarong Xing; Ion Stoica (ASPLOS (2), 2026)

Jet-RL: Enabling On-Policy FP8 Reinforcement Learning with Unified Training and Rollout Precision Flow. - Haocheng Xi; Charlie Ruan; Peiyuan Liao; Yujun Lin 001; Han Cai; Yilong Zhao 002; Shuo Yang 011; Kurt Keutzer; Song Han 003; Ligeng Zhu (CoRR, 2026)

Quant VideoGen: Auto-Regressive Long Video Generation via 2-Bit KV-Cache Quantization. - Haocheng Xi; Shuo Yang 011; Yilong Zhao 002; Muyang Li; Han Cai; Xingyang Li; Yujun Lin 001; Zhuoyang Zhang; Jintao Zhang; Xiuyu Li; Zhiying Xu; Jun Wu; et al. (CoRR, 2026)

Flash-KMeans: Fast and Memory-Efficient Exact K-Means. - Shuo Yang 011; Haocheng Xi; Yilong Zhao 002; Muyang Li; Xiaoze Fan; Jintao Zhang; Han Cai; Yujun Lin 001; Xiuyu Li; Kurt Keutzer; Song Han 003; Chenfeng Xu; et al. (CoRR, 2026)

Event Tensor: A Unified Abstraction for Compiling Dynamic Megakernel. - Hongyi Jin; Bohan Hou; Guanjie Wang; Ruihang Lai; Jinqi Chen; Zihao Ye 001; Yaxing Cai; Yixin Dong; Xinhao Cheng; Zhihao Zhang 001; Yilong Zhao 002; Yingyi Huang; et al. (CoRR, 2026)

Unleashing Scalable Context Parallelism for Foundation Models Pre-Training via FCP. - Yilong Zhao 002; Xiaonan Nie; Kan Zhu; Shuang Ma; Zhichao Lai; Hongxiang Hao; Yang Zhou 008; Baris Kasikci; Ion Stoica (CoRR, 2026)