Trimmed L-moments and L-comoments for robust statistics.

Оптимизация долгосрочного портфеля акций

This repository contains GAMS solutions for modeling and solving a robust optimization problem. Tasks include formulating a dietary plan, addressing uncertainties, and comparing solutions under different uncertainty models.

Data-driven decision making under uncertainty using matrices

Propagation of distributions by Monte-Carlo sampling: Real number types with uncertainty represented by samples.

A development environment for robust and global optimization

Official implementation of NeurIPS'24 paper "Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models". This work adversarially unlearns the text encoder to enhance the robustness of unlearned DMs against adversarial prompt attacks and achieves a better balance between unlearning performance and image generation

Tunable sorting for responsive robustness and beyond

Robust optimization module

Python code for "Hao Shen, Mengying Xue, and Zuojun Max Shen (2023), Data-driven Reliable Faciltiy Location Problem, Management Science, Forthcoming"

The cMIBACO implementation for lightly robust solutions in MOGenConVRP under uncertainty.

Code accompanying the paper "Heuristic Methods for Gamma-Robust Mixed-Integer Linear Bilevel Problems" (with Ivana Ljubic and Martin Schmidt)

A Julia package for multiple kernel learning aided two-stage robust optimization.

Reliability based design optimization of a non-linear controller

Simple, yet effective, data-driven algorithm for optimization under parametric uncertainty

This is the official repository for the ICLR 2024 paper Out-Of-Domain Unlabeled Data Improves Generalization.

Guided Adversarial Robust Transfer Learning with Source Mixing

Desktop and VR app for testing the quality of the approach of the cosmonaut rescue device with the International Space Station

Blades: A Unified Benchmark Suite for Byzantine Attacks and Defenses in Federated Learning

Express is a minimal and flexible Node.js web application framework that provides a robust set of features for web and mobile applications.