Oscillatory State-Space Models

Message-Passing Monte Carlo (MPMC)

Code for "Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference" (ICML 2024)

Official code for UnICORNN (ICML 2021)

Official code for Coupled Oscillatory RNN (ICLR 2021, Oral)

Gradient gating (ICLR 2023)

GraphCON (ICML 2022)

Official code for Long Expressive Memory (ICLR 2022, Spotlight)

ConvNets for Audio Recognition using Google Commands Dataset

Graph Neural PDEs

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LAnguage Modelling Benchmarks

LSTM and QRNN Language Model Toolkit for PyTorch

PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)

Official codebase for Pretrained Transformers as Universal Computation Engines.

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A unified framework for machine learning with time series

Official code for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)

Independently Recurrent Neural Networks (IndRNN) implemented in pytorch.