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mannykao's Projects

alista icon alista

[ICLR 2019] "ALISTA: Analytic Weights Are As Good As Learned Weights in LISTA", by Jialin Liu*, Xiaohan Chen*, Zhangyang Wang and Wotao Yin.

autoformer icon autoformer

About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008

complex icon complex

Source code for experiments in the papers "Complex Embeddings for Simple Link Prediction" (ICML 2016) and "Knowledge Graph Completion via Complex Tensor Factorization" (JMLR 2017).

cwn icon cwn

Message Passing Neural Networks for Simplicial and Cell Complexes

deepxde icon deepxde

A library for scientific machine learning and physics-informed learning

dss icon dss

Sequence Modeling with Structured State Spaces

efficient-kan icon efficient-kan

An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).

fbcnn icon fbcnn

Official Code for ICCV 2021 paper "Towards Flexible Blind JPEG Artifacts Removal (FBCNN)"

lista-cpss icon lista-cpss

[NeurIPS'18, Spotlight oral] "Theoretical Linear Convergence of Unfolded ISTA and its Practical Weights and Thresholds", by Xiaohan Chen*, Jialin Liu*, Zhangyang Wang and Wotao Yin.

mini-batch-ot icon mini-batch-ot

A new mini-batch framework for optimal transport in deep generative models, deep domain adaptation, approximate Bayesian computation, color transfer, and gradient flow.

mk_mlutils icon mk_mlutils

Utilities for training ML models within pytorch, mostly batch sampling etc.

nengo icon nengo

A Python library for creating and simulating large-scale brain models

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