most citedIntelligent4DSE: Optimizing High-Level Synthesis Design Space Exploration with Graph Neural Networks and Large Language Models

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cs.LG2026

The Illusion of Equivalence: Systematic FP16 Divergence in KV-Cached Autoregressive Inference

Ranjith Chodavarapu, Lei Xu

KV caching is a ubiquitous optimization in autoregressive transformer inference, long presumed to be numerically equivalent to cache-free computation. This assumption fails under s…

cs.LG2025★ 1 cited

Intelligent4DSE: Optimizing High-Level Synthesis Design Space Exploration with Graph Neural Networks and Large Language Models

Lei Xu, Shanshan Wang, Emmanuel Casseau +1

High-Level Synthesis (HLS) Design Space Exploration (DSE) is essential for generating hardware designs that balance performance, power, and area (PPA). To optimize this process, ex…