References

Research Papers: Learning in Dynamical Systems & Sequences

• Learning Linear Dynamical Systems via Spectral Filtering
  Authors: Elad Hazan, Karan Singh, Cyril Zhang
  NeurIPS 2017

• Spectral Filtering for General Linear Dynamical Systems
  Authors: Elad Hazan, Holden Lee, Karan Singh, Cyril Zhang, Yining Zhang
  NeurIPS 2018

• No-Regret Prediction in Marginally Stable Systems
  Authors: Udit Ghai, Holden Lee, Karan Singh, Cyril Zhang, Yining Zhang
  COLT 2020

• SLIP: Learning to Predict in Unknown Dynamical Systems with Long-Term Memory
  Authors: Parsa Rashidinejad, Jiantao Jiao, Stuart Russell
  NeurIPS 2020

• Resurrecting Recurrent Neural Networks for Long Sequences
  Authors: Antonio Orvieto, Samuel Smith, Albert Gu, Anushan Fernando, Caglar Gulcehre, Razvan Pascanu, Soham De
  ICML 2023

• Spectral State Space Models
  Authors: Naman Agarwal, Daniel Suo, Xinyi Chen, Elad Hazan
  ICML 2024

• Universal Sequence Preconditioning
  Authors: Annie Marsden, Elad Hazan
  NeurIPS 2025

• Provable Length Generalization in Sequence Prediction via Spectral Filtering
  Authors: Annie Marsden, Evan Dogariu, Naman Agarwal, Xinyi Chen, Daniel Suo, Elad Hazan
  ICML 2025

• Universal Learning of Nonlinear Dynamics
  Authors: Evan Dogariu, Anand Brahmbhatt, Elad Hazan
  arXiv 2025

• SpectraLDS: Distilling Spectral Convolutions into Linear Dynamical Systems

Authors: Naman Agarwal, Daniel Suo, Xinyi Chen, Elad Hazan

NeurIPS 2026

• RubiConv -- Efficient Boundary-Respecting Convolutions

Authors: Linda Friso, Annie Marsden, Xinyi Chen, Arushi Gupta, Peter Bartlett, Mark Braverman, Elad Hazan

arxiv 2026

• Spectral Filtering for Complex Linear Dynamical Systems

Authors: Annie Marsden, Elad Hazan

arXiv 2026

• FutureFill: Fast Generation from Convolutional Sequence Models

Authors: Naman Agarwal, Xinyi Chen, Evan Dogariu, Vladimir Feinberg, Daniel Suo, Peter Bartlett, Elad Hazan

ICLR 2026

Sequence Modeling and State Space Models

• HiPPO: Recurrent Memory with Optimal Polynomial Projections
  Authors: Albert Gu, Tri Dao, et al.
  NeurIPS 2020

• Efficiently Modeling Long Sequences with Structured State Spaces (S4)
  Authors: Albert Gu, Karan Goel, Christopher Ré
  ICLR 2022

• Mamba: Linear-Time Sequence Modeling with Selective State Spaces
  Authors: Albert Gu, Tri Dao
  COLM 2024

• Transformers are SSMs: Generalized Models and Efficient Algorithms through Structured State Space Duality
  Authors: Tri Dao, Albert Gu
  ICML 2024

• FlashSTU: Fast Spectral Transform Units
  Authors: Yue Liu, William Nguyen, Yagiz Devre, Evan Dogariu, Arjun Majumdar, Elad Hazan
  CDC 2025

Textbooks and Other Relevant Readings

• Introduction to Online Convex Optimization
  Author: Elad Hazan

• Introduction to Online Control
  Authors: Elad Hazan, Sham Kakade, Karan Singh

• Bandit Algorithms
  Authors: Tor Lattimore, Csaba Szepesvári

• The Minimum Description Length Principle
  Author: Jorma Rissanen
  Springer, 2007