#Robustness
Showing 35 of 35 repositories tagged #robustness, ranked by stars
A unified evaluation framework for large language models
A Toolbox for Adversarial Robustness Research
Corruption and Perturbation Robustness (ICLR 2019)
Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models
A curated (most recent) list of resources for Learning with Noisy Labels
Raising the Cost of Malicious AI-Powered Image Editing
Code and information for face image quality assessment with SER-FIQ
Diffusion Classifier leverages pretrained diffusion models to perform zero-shot classification without additional training
A curated list of trustworthy deep learning papers. Continually updating...
Tensorflow implementation of "Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network"
Extend python lists operations using .NET's LINQ syntax for clean and fast coding.
A preliminary evaluation of ChatGPT/GPT-4 for machine translation.
π A curated list of papers & technical articles on AI Quality & Safety
Fiddler Auditor is a tool to evaluate language models.
Agentic coding skills for backtesting trading strategies using VectorBT. Supports Indian, US, and Crypto markets with realistic transaction cost modeling, TA-Lib indicators, QuantStats tearsheets, and 12 ready-made strategy templates.
Python toolbox to evaluate graph vulnerability and robustness (CIKM 2021)
An Evaluation of ChatGPT on Information Extraction task, including Named Entity Recognition (NER), Relation Extraction (RE), Event Extraction (EE) and Aspect-based Sentiment Analysis (ABSA).
A curated list of papers and resources about the distribution shift in machine learning.
Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)
[ICML2022 Long Talk] Official Pytorch implementation of "To Smooth or Not? When Label Smoothing Meets Noisy Labels"
Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)
Making Swift more robust
ECCV24 - Improving Point-based Crowd Counting and Localization Based on Auxiliary Point Guidance
A united toolbox for running major robustness verification approaches for DNNs. [S&P 2023]
[ECCV 2024] Official PyTorch Implementation of "How Many Unicorns Are in This Image? A Safety Evaluation Benchmark for Vision LLMs"
This is an official PyTorch implementation of the ICML 2023 paper AdaNPC and SIGKDD paper DRM.
The official code for the paper "Delving Deep into Label Smoothing", IEEE TIP 2021
(ICML 2022) Official PyTorch implementation of βBlurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustnessβ.
Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)
TF2.0 port for Augmix paper
[AAAI22 Oral] Reliable Propagation-Correction Modulation for Video Object Segmentation
[ICLR 2025] Scalable Benchmarking and Robust Learning for Noise-Free Ego-Motion and 3D Reconstruction from Noisy Video
[CVPR 2024 Highlight] ImageNet-D
Reachability analysis for closed-loop control systems in Julia
[ICPR 2024] Official repository of the paper "GenFormer - Generated Images are All You Need to Improve Robustness of Transformers on Small Datasets"