timoklein

breaking-the-reclustering-barrier

Code and pre-trained models for the paper "Breaking the Reclustering Barrier in Centroid-based Deep Clustering"

alphazero-gym

AlphaZero for continuous control tasks

car_racer

Deep reinforcement learning in autonomous driving

crelu-pytorch

CReLU activation function from the paper "Loss of Plasticity in Continual Deep Reinforcement Learning"

implicit_underparameterization

Implicit Under-Parameterization Inhibits Data-Efficient Deep Reinforcement Learning (pytorch)

infer

InFeR: Understanding and Preventing Capacity Loss in Reinforcement Learning (pytorch)

ma_thesis

Combining Reinforcement Learning and Search for Cooperative Trajectory Planning

neural_citation

Context aware citation recommendation

plasticity-injection-torch

Deep Reinforcement Learning with Plasticity Injection (pytorch)

redo

ReDo: The Dormant Neuron Phenomenon in Deep Reinforcement Learning (pytorch)

timoklein/redo

ReDo: The Dormant Neuron Phenomenon in Deep Reinforcement Learning (pytorch)

timoklein/alphazero-gym

AlphaZero for continuous control tasks

timoklein/car_racer

Deep reinforcement learning in autonomous driving

timoklein/plasticity-injection-torch

Deep Reinforcement Learning with Plasticity Injection (pytorch)

timoklein/infer

InFeR: Understanding and Preventing Capacity Loss in Reinforcement Learning (pytorch)

timoklein/neural_citation

Context aware citation recommendation

timoklein/crelu-pytorch

CReLU activation function from the paper "Loss of Plasticity in Continual Deep Reinforcement Learning"

timoklein/implicit_underparameterization

Implicit Under-Parameterization Inhibits Data-Efficient Deep Reinforcement Learning (pytorch)

timoklein/ma_thesis

Combining Reinforcement Learning and Search for Cooperative Trajectory Planning

timoklein/bandit_algos

Some common algorithms for multi-armed bandit problems

timoklein/cleanrl

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

timoklein/ClustPy

A Python library for advanced clustering algorithms

timoklein/cpp_optim

Nonlinear optimization examples in C++

timoklein/dmcgym

timoklein/garage

A toolkit for reproducible reinforcement learning research.

timoklein/markov-abstractions-ablations

DM control Markov component ablations

timoklein/outlier_detection

Class based Python implementations of outlier detection algorithms.

timoklein/Minigrid

Simple and easily configurable grid world environments for reinforcement learning

timoklein/navix

Accelerated minigrid environments with JAX

timoklein/purejaxql

Simple single-file baselines for Q-Learning in pure-GPU setting

timoklein/rl_graph_breaks

An example of torch.compile graph breaks in RL code using SAC-discrete as an example

timoklein/Stoix

🏛️A research-friendly codebase for fast experimentation of single-agent reinforcement learning in JAX • End-to-End JAX RL

timoklein/udemy_cpp

C++ Course

timoklein/uvadlc_notebooks

Repository of Jupyter notebook tutorials for teaching the Deep Learning Course at the University of Amsterdam (MSc AI), Fall 2023

timoklein/wandb_tutorial

Code example for some basic wandb functionality