activity
20142026
most citedAnalytic MMSE Bounds in Linear Dynamic Systems with Gaussian Mixture Noise Statistics

5 citations · 5 across the 5 of their papers we have counts for

collaborators

6 papers

cs.CR2026

StepJack: Benchmarking Computer-Use Agent Safety Against Multi-Step Indirect Prompt Injection

Zhuoxin Zhan, Akbar Rafiey, Avery Ma +2

Computer-use agents (CUAs) face a growing threat from indirect prompt injection, where adversarial instructions are planted in the environment such as web pages. In this paper, we…

cs.LG2022

SAGE: Saliency-Guided Mixup with Optimal Rearrangements

Avery Ma, Nikita Dvornik, Ran Zhang +3

Data augmentation is a key element for training accurate models by reducing overfitting and improving generalization. For image classification, the most popular data augmentation t…

cs.LG2022

Uncertainty-based Cross-Modal Retrieval with Probabilistic Representations

Leila Pishdad, Ran Zhang, Konstantinos G. Derpanis +2

Probabilistic embeddings have proven useful for capturing polysemous word meanings, as well as ambiguity in image matching. In this paper, we study the advantages of probabilistic…

eess.SY2015★ 5 cited

Analytic MMSE Bounds in Linear Dynamic Systems with Gaussian Mixture Noise Statistics

Leila Pishdad, Fabrice Labeau

Using state-space representation, mobile object positioning problems can be described as dynamic systems, with the state representing the unknown location and the observations bein…

eess.SY2014

A New Reduction Scheme for Gaussian Sum Filters

Leila Pishdad, Fabrice Labeau

In many signal processing applications it is required to estimate the unobservable state of a dynamic system from its noisy measurements. For linear dynamic systems with Gaussian M…

eess.SY2014

Approximate MMSE Estimator for Linear Dynamic Systems with Gaussian Mixture Noise

Leila Pishdad, Fabrice Labeau

In this work we propose an approximate Minimum Mean-Square Error (MMSE) filter for linear dynamic systems with Gaussian Mixture noise. The proposed estimator tracks each component…