Aplo at the Forefront of Innovation: Exploring New Frontiers in Rough Path Theory and Deep Learning
At Aplo, staying ahead means more than just keeping up with the latest market trends. It means pushing the boundaries of research and technology. That is why we invest in cutting-edge developments that shape the future of trading and execution.
Recently, our very own Rémi Genet spoke at Bridging Rough Paths and Deep Learning: New Frontiers, the premier event hosted by the Alan Turing Institute in London. This gathering brought together leading experts in rough path theory and deep learning, exploring how these mathematical frameworks can enhance machine learning architectures.
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Advancing Algorithmic Research with SigKAN
At the event, Rémi presented research on Signature-Weighted Kolmogorov-Arnold Networks (SigKAN) for time series analysis, an approach that is set to redefine how deep learning models process sequential data.
Key breakthroughs from his work
✔ The successful integration of path signatures into neural networks beyond conventional methods, improving accuracy and efficiency.
✔ Proof that signatures can enhance network performance
✔ Unlocking new possibilities for neural network design using path signatures
Why This Matters for Aplo’s Clients
Aplo is built on advanced execution algorithms that optimize liquidity access, minimize market impact, and drive best execution. The research presented at this event directly feeds into our mission. We continuously refine and enhance our models to deliver better trading outcomes.
What the results show
Aplo is committed to developing techniques that translate into tangible advantages for our clients. This research has demonstrated:
✔ Greater stability compared to recurrent architectures
✔ Strong performance across single-variable and multi-variable tasks
✔ Competitiveness with state-of-the-art deep learning models
Our commitment towards research is about leveraging the most sophisticated techniques to develop real-world solutions that drive better results for institutional investors.
Aplo: Where Research Meets Execution
Our presence at this event reinforces what Aplo stands for. Relentless innovation and research-driven execution. We do not just follow the latest advancements. We engage with them, shape them, and apply them to create superior trading solutions.
We take the most advanced techniques and turn them into real performance gains for our clients. That is why firms like Awaken Finance trust Aplo to execute their most complex trades efficiently and without market disruption.
This is the future of institutional crypto trading, and we are building it.
TKAN: Temporal Kolmogorov-Arnold Networks Paper
See all articles by Remi Genet