LUT-LLM: Efficient Large Language Model Inference with Memory-based Computations on FPGAs — mentioned by pankajdoharey

Sat, 21 Feb 2026 07:30:34 GMT

There is nothing new here. This has been demonstrated several times by previous researchers: https://arxiv.org/abs/2511.06174 https://arxiv.org/abs/2401.03868 For a real world use case, you would need an FPGA with terabytes of RAM. Perhaps it'll be a Off chip HBM. But for s large models, even that won't be enough. Then you would need to figure out NV-link like interconnect for these FPGAs. And we are back to square one.

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LUT-LLM: Efficient Large Language Model Inference with Memory-based Computations on FPGAs · HackerPapers discussions

LUT-LLM: Efficient Large Language Model Inference with Memory-based Computations on FPGAs — mentioned by pankajdoharey