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Daehoon Gwak's Projects

anhp-andtt icon anhp-andtt

Codebase for Attentive Neural Hawkes Process (A-NHP) and Attentive Neural Datalog Through Time (A-NDTT)

beta-tcvae icon beta-tcvae

code for "Isolating Sources of Disentanglement in Variational Autoencoders".

bnp icon bnp

Pytorch implementation of neural processes and variants

csdi icon csdi

Codes for "CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation"

deep-kernel-gp icon deep-kernel-gp

Deep Kernel Learning. Gaussian Process Regression where the input is a neural network mapping of x that maximizes the marginal likelihood

deq icon deq

[NeurIPS'19] Deep Equilibrium Models

disentangling-vae icon disentangling-vae

Experiments for understanding disentanglement in VAE latent representations

etdataset icon etdataset

The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.

fft-conv-pytorch icon fft-conv-pytorch

Implementation of 1D, 2D, and 3D FFT convolutions in PyTorch. Much faster than direct convolutions for large kernel sizes.

gpconvcnp icon gpconvcnp

Code for "GP-ConvCNP: Better Generalization for Convolutional Conditional Neural Processes on Time Series Data"

h3 icon h3

Language Modeling with the H3 State Space Model

imode icon imode

Neural Ordinary Differential Equations for Intervention Modeling

minimalrl icon minimalrl

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

mlpinit-for-gnns icon mlpinit-for-gnns

[ICLR 2023] MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP Initialization

neural-process-family icon neural-process-family

Code for the Neural Processes website and replication of 4 papers on NPs. Pytorch implementation.

neural-processes icon neural-processes

Pytorch implementation of Neural Processes for functions and images :fireworks:

neural_stpp icon neural_stpp

Deep generative modeling for time-stamped heterogeneous data, enabling high-fidelity models for a large variety of spatio-temporal domains.

neuralcollapse icon neuralcollapse

Code reproducing Neural Collapse phenomenon on MSE and cross-entropy loss

phiflow icon phiflow

Research-oriented differentiable fluid simulation framework

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