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Name: S. C. Han
Type: User
Company: Tsinghua
Name: S. C. Han
Type: User
Company: Tsinghua
alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP'21)
[NeurIPS 2020]auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks
Efficiently computes derivatives of numpy code.
A Python implementation of global optimization with gaussian processes.
set-boundary analysis
Efficient Robustness Verification for ReLU networks (this repository is outdated, don't use; checkout our new implementation at https://github.com/Verified-Intelligence/auto_LiRPA instead)
A method for training neural networks that are provably robust to adversarial attacks.
Toolbox for Reachability Analysis
The Python programming language
Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).
CROWN: A Neural Network Robustness Certification Algorithm for General Activation Functions (This repository is outdated; use https://github.com/KaidiXu/auto_LiRPA instead)
Certifying Geometric Robustness of Neural Networks
ETH Robustness Analyzer for Deep Neural Networks
store links to file
[ICLR 2023] "On Representing Mixed-Integer Linear Programs by Graph Neural Networks" by Ziang Chen, Jialin Liu, Xinshang Wang, Jianfeng Lu, Wotao Yin.
Implementation of GNN ReLU branching strategies
Just another project
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
Neural network verification in JAX
Exact Combinatorial Optimization with Graph Convolutional Neural Networks (NeurIPS 2019)
Linux kernel source tree
Code for paper "Fast and Complete: Enabling Complete Neural Network Verification with Rapid and Massively Parallel Incomplete Verifiers"
是reluplex的升级版
[ICLR 2022] Complete Verification via Multi-Neuron Relaxation Guided Branch-and-Bound
Neural Network Enumeration Tool
Neural Network Verification Software Tool
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.