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cs.AI2026
PassNet: Scaling Large Language Models for Graph Compiler Pass Generation
Yiqun Liu, Yingsheng Wu, Ruqi Yang +11
Modern tensor compilers such as TorchInductor deliver substantial speedups on mainstream models, yet face a systematic performance ceiling on long-tail workloads -- our profiling s…
cs.AI2026
A Framework for Assessing AI Agent Decisions and Outcomes in AutoML Pipelines
Gaoyuan Du, Amit Ahlawat, Xiaoyang Liu +1
Agent-based AutoML systems rely on large language models to make complex, multi-stage decisions across data processing, model selection, and evaluation. However, existing evaluatio…