Author

Xiaoyang Guo

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#artificial intelligence Book Open access Apr 2026

Ave: Guiding Agentic GPU Optimization Using Data-Flow Invariants

Ave, an agentic framework that uses data-flow invariants as compile-time guardrails for kernel optimization and evaluates Ave on AMD MI300X across GEMM, flash attention, and MoE, which together account for up to 90% of GPU time in LLM inference.

Hao-Hui Mai, Xiao-Yang Guo, Xiang-Yun Ding et al. · Proceedings of the ACM SIGOP... · 1 citation

Preprint Aug 2026

Token-Budget Distillation: Transferring Full-Token Semantics to Compressed Video Vision-Language Models

Token-Budget Distillation (TBD) is presented, a parameter-efficient fine-tuning framework for adapting video VLMs under a fixed token budget and consistently outperforms compression-only baselines under both moderate and aggressive compression.

Xiao-Yang Guo, Guoping Luo, Jusheng Zhang et al. · 1 citation