Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
1–10 of 58 posts
Re: Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
#2[deleted]
Re: Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
#3Right. But ... this would limit you to either extremely small models or extremely large FPGA's, yes? If there's a simple machine learning task that requires a sub microsecond latency I can see the point but otherwise??
Re: Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
#4This guy will be hired by a high-frequency trading firm, and the next time we hear about him, he will have a net worth in 9 figures.
Re: Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
#5This guy will be hired by a high-frequency trading firm, and the next time we hear about him, he will have a net worth in 9 figures.
he is already at Jane Street
Re: Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
#6Archive link, as it looks like the original post was taken down: https://web.archive.org/web/20260609200156/https://aarushgup...
Re: Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
#7Right. But ... this would limit you to either extremely small models or extremely large FPGA's, yes? If there's a simple machine learning task that requires a sub microsecond latency I can see the point but otherwise??
Yes, this work is focused on accelerating very small models, typically for real-time systems that require extremely low power or low latency.
One primary application of this work is in high-energy physics (https://home.cern/smarter-decisions-at-the-speed-of-collisio...). Ultrafast and real-time learning is also very applicable for problems in quantum computing, plasma control, etc. (https://arxiv.org/pdf/2602.02005).
Re: Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
#8Archive link, as it looks like the original post was taken down: https://web.archive.org/web/20260609200156/https://aarushgup...
Hmm the post is still up for me?
Re: Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
#9Re: Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
#10Right. But ... this would limit you to either extremely small models or extremely large FPGA's, yes? If there's a simple machine learning task that requires a sub microsecond latency I can see the point but otherwise??
Yes, this work is focused on accelerating very small models, typically for real-time systems that require extremely low power or low latency. One primary application of this work is in high-energy physics ( https://home.cern/smarter-decisions-at-the-speed-of-collisio... ). Ultrafast and real-time learning is also very applicable for problems in quantum computing, plasma control, etc. ( https://arxiv.org/pdf/2602.0200…
I'm not in HFT, but I assume this is also an interesting applicable domain?