Tech Research

Nesa Research

Our proprietary research in cryptography and AI.

CORE TECHNOLOGY OVERVIEW

Nesa Protocol

CORE TECHNOLOGY OVERVIEW

Nesa Security paper

A selection of research papers authored by Nesa's Leadership.

Make-a-video: Text-to-video generation without text-video data

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

Diffusion Models: A Comprehensive Survey of Methods and Applications

AI Research  - Dr. Yue Zhao
zkLLM: Zero Knowledge Proofs for Large Language Models

zkLLM: Zero Knowledge Proofs for Large Language Models

Security Research  - Dr. Hongyang Zhang
PyOD: A Python Toolbox for Scalable Outlier Detection

PyOD: A Python Toolbox for Scalable Outlier Detection

AI Research  - Dr. Yue Zhao
Contextual-based image inpainting: Infer, match, and translate

Contextual-based image inpainting: Infer, match, and translate

AI Research  - Dr. Harry Yang
zkDL: Efficient Zero-Knowledge Proofs of Deep Learning Training

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

Long video generation with time-agnostic vqgan and time-sensitive transformer

AI Research  - Dr. Harry Yang
Theoretically Principled Trade-off between Robustness and Accuracy

Theoretically Principled Trade-off between Robustness and Accuracy

AI Research  - Dr. Hongyang Zhang
Using machine learning as a surrogate model for agent-based simulations

Using machine learning as a surrogate model for agent-based simulations

AI Research  - Dr. Claudio Angione
A Closer Look at Accuracy vs. Robustness

A Closer Look at Accuracy vs. Robustness

AI Research  - Dr. Hongyang Zhang
Rethinking the Value of Labels for Improving Class-Imbalanced Learning

Rethinking the Value of Labels for Improving Class-Imbalanced Learning

AI Research  - Dr. Yuzhe Yang
Fintech borrowers: Lax screening or cream-skimming?

Fintech borrowers: Lax screening or cream-skimming?

Other Research  - Dr. Marco Di Maggio
COPOD: Copula-Based Outlier Detection

COPOD: Copula-Based Outlier Detection

AI Research  - Dr. Yue Zhao
ReluDiff: differential verification of deep neural networks

ReluDiff: differential verification of deep neural networks

Security Research  - Dr. Jingbo Wang
On the Applications of Robust PCA in Image and Video Processing

On the Applications of Robust PCA in Image and Video Processing

AI Research  - Dr. Hongyang Zhang
ADBench: Anomaly Detection Benchmark

ADBench: Anomaly Detection Benchmark

AI Research  - Dr. Yue Zhao
High-resolution image inpainting using multi-scale neural patch synthesis

High-resolution image inpainting using multi-scale neural patch synthesis

AI Research  - Dr. Harry Yang
Invisible primes: Fintech lending with alternative data

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

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

Self-Adaptive Training: beyond Empirical Risk Minimization

AI Research  - Dr. Hongyang Zhang
Proceedings of Machine Learning Research

Proceedings of Machine Learning Research

AI Research  - Dr. Yuzhe Yang
ECOD: Unsupervised Outlier Detection Using Empirical Cumulative Distribution Functions

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

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

Learning and 1-bit Compressed Sensing under Asymmetric Noise

Security Research  - Dr. Hongyang Zhang
Spg-net: Segmentation prediction and guidance network for image inpainting

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

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

ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation

Other Research  - Dr. Yuzhe Yang
Differentially Private Clustering in High-Dimensional Euclidean Spaces

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

Latent-shift: Latent diffusion with temporal shift for efficient text-to-video generation

AI Research  - Dr. Harry Yang
Mitigating power side channels during compilation

Mitigating power side channels during compilation

Other Research  - Dr. Jingbo Wang
Credit-induced boom and bust

Credit-induced boom and bust

Other Research  - Dr. Marco Di Maggio
Employee Turnover Prediction with Machine Learning: A Reliable Approach

Employee Turnover Prediction with Machine Learning: A Reliable Approach

Other Research  - Dr. Yue Zhao
ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation

ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation

Other Research  - Dr. Yuzhe Yang
Shield Synthesis for Real: Enforcing Safety in Cyber-Physical Systems

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

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

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

Shape inpainting using 3d generative adversarial network and recurrent convolutional networks

AI Research  - Dr. Harry Yang
Targeted Supervised Contrastive Learning for Long-Tailed Recognition

Targeted Supervised Contrastive Learning for Long-Tailed Recognition

AI Research  - Dr. Yuzhe Yang
LSCP: Locally selective combination in parallel outlier ensembles

LSCP: Locally selective combination in parallel outlier ensembles

AI Research  - Dr. Yue Zhao
Robust latent low rank representation for subspace clustering

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

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

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

Revisiting Time Series Outlier Detection: Definitions and Benchmarks

AI Research  - Dr. Yue Zhao
Adversarial Vision Challenge

Adversarial Vision Challenge

AI Research  - Dr. Hongyang Zhang
Synthesizing Fair Decision Trees via Iterative Constraint Solving

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

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

Rain: Your language models can align themselves without finetuning

Security Research  - Dr. Hongyang Zhang
Realistic dynamic facial textures from a single image using gans

Realistic dynamic facial textures from a single image using gans

Security Research  - Dr. Harry Yang
The unintended consequences of the zero lower bound policy

The unintended consequences of the zero lower bound policy

Other Research  - Dr. Marco Di Maggio
TrustLLM: Trustworthiness in Large Language Models

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

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

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

Data-Driven Synthesis of Provably Sound Side Channel Analyses

Security Research  - Dr. Jingbo Wang
Automatic Unsupervised Outlier Model Selection

Automatic Unsupervised Outlier Model Selection

AI Research  - Dr. Yue Zhao
BodyCompass: Monitoring Sleep Posture with Wireless Signals

BodyCompass: Monitoring Sleep Posture with Wireless Signals

Other Research  - Dr. Yuzhe Yang
Understanding deep representations through random weights

Understanding deep representations through random weights

AI Research  - Dr. Jingbo Wang
Ordinal regression with neuron stick-breaking for medical diagnosis

Ordinal regression with neuron stick-breaking for medical diagnosis

Other Research  - Dr. Harry Yang
Noise-Tolerant Life-Long Matrix Completion via Adaptive Sampling

Noise-Tolerant Life-Long Matrix Completion via Adaptive Sampling

Security Research  - Dr. Hongyang Zhang
TODS: An Automated Time Series Outlier Detection System

TODS: An Automated Time Series Outlier Detection System

AI Research  - Dr. Yue Zhao
Change is Hard: A Closer Look at Subpopulation Shift

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

Deep Neural Networks with Multi-Branch Architectures Are Intrinsically Less Non-Convex

AI Research  - Dr. Hongyang Zhang
Attacks and design of image recognition captchas

Attacks and design of image recognition captchas

AI Research  - Dr. Harry Yang
Systematic Testing of the Data-Poisoning Robustness of KNN

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

On Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization and Beyond

AI Research  - Dr. Yuzhe Yang
SUOD: Accelerating Large-Scale Unsupervised Heterogeneous Outlier Detection

SUOD: Accelerating Large-Scale Unsupervised Heterogeneous Outlier Detection

AI Research  - Dr. Yue Zhao
Noise-Tolerant Interactive Learning Using Pairwise Comparisons

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

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

BOND: Benchmarking Unsupervised Outlier Node Detection on Static Attributed Graphs

AI Research  - Dr. Yue Zhao
How quantitative easing works: Evidence on the refinancing channel

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

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

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

Contrastive Attributed Network Anomaly Detection with Data Augmentation

AI Research  - Dr. Yue Zhao

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