A selection of research papers authored by Nesa's Leadership.
Make-a-video: Text-to-video generation without text-video data
AI Research - Dr. Harry Yang
Diffusion Models: A Comprehensive Survey of Methods and Applications
AI Research - Dr. Yue Zhao
zkLLM: Zero Knowledge Proofs for Large Language Models
Security Research - Dr. Hongyang Zhang
PyOD: A Python Toolbox for Scalable Outlier Detection
AI Research - Dr. Yue Zhao
Contextual-based image inpainting: Infer, match, and translate
AI Research - Dr. Harry Yang
zkDL: Efficient Zero-Knowledge Proofs of Deep Learning Training
Security Research - Dr. Hongyang Zhang
Long video generation with time-agnostic vqgan and time-sensitive transformer
AI Research - Dr. Harry Yang
Theoretically Principled Trade-off between Robustness and Accuracy
AI Research - Dr. Hongyang Zhang
Using machine learning as a surrogate model for agent-based simulations
AI Research - Dr. Claudio Angione
A Closer Look at Accuracy vs. Robustness
AI Research - Dr. Hongyang Zhang
Rethinking the Value of Labels for Improving Class-Imbalanced Learning
AI Research - Dr. Yuzhe Yang
Fintech borrowers: Lax screening or cream-skimming?
Other Research - Dr. Marco Di Maggio
COPOD: Copula-Based Outlier Detection
AI Research - Dr. Yue Zhao
ReluDiff: differential verification of deep neural networks
Security Research - Dr. Jingbo Wang
On the Applications of Robust PCA in Image and Video Processing
AI Research - Dr. Hongyang Zhang
ADBench: Anomaly Detection Benchmark
AI Research - Dr. Yue Zhao
High-resolution image inpainting using multi-scale neural patch synthesis
AI Research - Dr. Harry Yang
Invisible primes: Fintech lending with alternative data
Other Research - Dr. Marco Di Maggio
A pipeline and comparative study of 12 machine learning models for text classification
AI Research - Dr. Claudio Angione
Self-Adaptive Training: beyond Empirical Risk Minimization
AI Research - Dr. Hongyang Zhang
Proceedings of Machine Learning Research
AI Research - Dr. Yuzhe Yang
ECOD: Unsupervised Outlier Detection Using Empirical Cumulative Distribution Functions
AI Research - Dr. Yue Zhao
NeuroDiff: scalable differential verification of neural networks using fine-grained approximation
Security Research - Dr. Jingbo Wang
Learning and 1-bit Compressed Sensing under Asymmetric Noise
Security Research - Dr. Hongyang Zhang
Spg-net: Segmentation prediction and guidance network for image inpainting
AI Research - Dr. Harry Yang, Dr. Yuhang Song
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development
Other Research - Dr. Yue Zhao
ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation
Other Research - Dr. Yuzhe Yang
Differentially Private Clustering in High-Dimensional Euclidean Spaces
Security Research - Dr. Hongyang Zhang
Latent-shift: Latent diffusion with temporal shift for efficient text-to-video generation
AI Research - Dr. Harry Yang
Mitigating power side channels during compilation
Other Research - Dr. Jingbo Wang
Credit-induced boom and bust
Other Research - Dr. Marco Di Maggio
Employee Turnover Prediction with Machine Learning: A Reliable Approach
Other Research - Dr. Yue Zhao
ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation
Other Research - Dr. Yuzhe Yang
Shield Synthesis for Real: Enforcing Safety in Cyber-Physical Systems
Security Research - Dr. Jingbo Wang
Random Smoothing Might be Unable to Certify ℓ∞ Robustness for High-Dimensional Images
AI Research - Dr. Hongyang Zhang
XGBOD: Improving Supervised Outlier Detection with Unsupervised Representation Learning
AI Research - Dr. Yue Zhao
Shape inpainting using 3d generative adversarial network and recurrent convolutional networks
AI Research - Dr. Harry Yang
Targeted Supervised Contrastive Learning for Long-Tailed Recognition
AI Research - Dr. Yuzhe Yang
LSCP: Locally selective combination in parallel outlier ensembles
AI Research - Dr. Yue Zhao
Robust latent low rank representation for subspace clustering
AI Research - Dr. Hongyang Zhang
When NAS Meets Robustness: In Search of Robust Architectures Against Adversarial Attacks
AI Research - Dr. Yuzhe Yang
Interest rate pass-through: Mortgage rates, household consumption, and voluntary deleveraging
Other Research - Dr. Marco Di Maggio
Revisiting Time Series Outlier Detection: Definitions and Benchmarks
AI Research - Dr. Yue Zhao
Adversarial Vision Challenge
AI Research - Dr. Hongyang Zhang
Synthesizing Fair Decision Trees via Iterative Constraint Solving
AI Research - Dr. Jingbo Wang
Real-Time Profiling of Fine-Grained Air Quality Index Distribution Using UAV Sensing
Other Research - Dr. Yuzhe Yang
Rain: Your language models can align themselves without finetuning
Security Research - Dr. Hongyang Zhang
Realistic dynamic facial textures from a single image using gans
Security Research - Dr. Harry Yang
The unintended consequences of the zero lower bound policy
Other Research - Dr. Marco Di Maggio
TrustLLM: Trustworthiness in Large Language Models
Security Research - Dr. Yue Zhao
UAV Aided Aerial-Ground IoT for Air Quality Sensing in Smart City: Architecture, Technologies, and Implementation
Other Research - Dr. Yuzhe Yang
Exact Recoverability of Robust PCA via Outlier Pursuit with Tight Recovery Bounds
AI Research - Dr. Hongyang Zhang
Data-Driven Synthesis of Provably Sound Side Channel Analyses
Security Research - Dr. Jingbo Wang
Automatic Unsupervised Outlier Model Selection
AI Research - Dr. Yue Zhao
BodyCompass: Monitoring Sleep Posture with Wireless Signals
Other Research - Dr. Yuzhe Yang
Understanding deep representations through random weights
AI Research - Dr. Jingbo Wang
Ordinal regression with neuron stick-breaking for medical diagnosis
Other Research - Dr. Harry Yang
Noise-Tolerant Life-Long Matrix Completion via Adaptive Sampling
Security Research - Dr. Hongyang Zhang
TODS: An Automated Time Series Outlier Detection System
AI Research - Dr. Yue Zhao
Change is Hard: A Closer Look at Subpopulation Shift
Other Research - Dr. Yuzhe Yang
Deep Neural Networks with Multi-Branch Architectures Are Intrinsically Less Non-Convex
AI Research - Dr. Hongyang Zhang
Attacks and design of image recognition captchas
AI Research - Dr. Harry Yang
Systematic Testing of the Data-Poisoning Robustness of KNN
Security Research - Dr. Jingbo Wang
On Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization and Beyond
AI Research - Dr. Yuzhe Yang
SUOD: Accelerating Large-Scale Unsupervised Heterogeneous Outlier Detection
AI Research - Dr. Yue Zhao
Noise-Tolerant Interactive Learning Using Pairwise Comparisons
AI Research - Dr. Hongyang Zhang
Monitoring gait at home with radio waves in Parkinson’s disease: A marker of severity, progression, and medication response
Other Research - Dr. Yuzhe Yang
BOND: Benchmarking Unsupervised Outlier Node Detection on Static Attributed Graphs
AI Research - Dr. Yue Zhao
How quantitative easing works: Evidence on the refinancing channel
Other Research - Dr. Marco Di Maggio
Sample and Computationally Efficient Learning Algorithms under S-Concave Distributions
AI Research - Dr. Hongyang Zhang
Regmixup: Mixup as a regularizer can surprisingly improve accuracy and out distribution robustness
AI Research - Dr. Harry Yang
Contrastive Attributed Network Anomaly Detection with Data Augmentation
AI Research - Dr. Yue Zhao