Author

G. Constantinides

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Preprint Aug 2026

CascadeLUT: Information-Ordered Streaming Inference for Bandwidth-Constrained FPGAs

This work presents CascadeLUT, an information-structured inference framework organized around bandwidth constraints, where instead of buffering the full input, features are partitioned into ordered subsets and predictions are progressively refined as subsets arrive, enabling deterministic streaming inference without ru...

O. Cassidy, Marta Andronic, G. Constantinides · 0 citations

Preprint Aug 2026

When Does Disaggregation Pay? Simulating Prefill--Decode--Attention--FFN Specialization for Agentic LLM Inference

Agentic inference now dominates the LLM inference landscape, requiring LLMs to actively engage in multi-turn interactions with tool-calling capabilities. This introduces a more complex workload for the underlying inference system: serving stages such as prefill and decode exhibit substantially different behaviors and d...

Przemyslaw Forys, Haoran Wu, Can Xiao et al. · 0 citations