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Tian Qi's Projects

deepfool icon deepfool

A simple and accurate method to fool deep neural networks

deeprl_network icon deeprl_network

multi-agent deep reinforcement learning for networked system control.

dg-net icon dg-net

CVPR2019 Joint Discriminative and Generative Learning for Person Re-identification

dnd-lstm icon dnd-lstm

A pytorch implementation of LSTM cell with a differentiable neural dictionary, based on Ritter et al. (2018). Been There, Done That: Meta-Learning with Episodic Recall.

dreamer-pytorch icon dreamer-pytorch

Dream to Control: Learning Behaviors by Latent Imagination, implemented in PyTorch.

dso icon dso

Direct Sparse Odometry

dsvo icon dsvo

Direct Stereo Visual Odometry

epgd icon epgd

Efficient Project Gradient Descent for Ensemble Adversarial Attack

evo icon evo

Python package for the evaluation of odometry and SLAM

flame icon flame

FLaME: Fast Lightweight Mesh Estimation

flame_ros icon flame_ros

ROS bindings for FLaME: Fast Lightweight Mesh Estimation.

foolbox icon foolbox

Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, Keras, …

gandissect icon gandissect

Pytorch-based tools for visualizing and understanding the neurons of a GAN. https://gandissect.csail.mit.edu/

gr2 icon gr2

Appendix and Code for Modelling Bounded Rationality in Multi-Agent Interactions by Generalized Recursive Reasoning

ic3net icon ic3net

Code for ICLR 2019 paper: Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks

icq icon icq

Codes accompanying the paper "Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning" (NeurIPS 2021 Spotlight https://arxiv.org/abs/2106.03400)

imagedistortion icon imagedistortion

This is a demo that restores distorted images based on the distortion equation.

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