Publications

Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents

Statistically Valid Hyperparameter Selection: From Tuning to Guarantees

Post-Selection Distributional Model Evaluation

Optimized Certainty Equivalent Risk-Controlling Prediction Sets

Should I Have Expressed a Different Intent? Counterfactual Generation for LLM-Based Autonomous Control

Ensuring Reliability via Hyperparameter Selection: Review and Advances

Synthetic Counterfactual Labels for Efficient Conformal Counterfactual Inference

Multi-Objective Hyperparameter Selection via Hypothesis Testing on Reliability Graphs

Context-Aware Online Conformal Anomaly Detection with Prediction-Powered Data Acquisition

Statistically Valid Information Bottleneck via Multiple Hypothesis Testing

An Information-Theoretic Analysis of Temporal GNNs

Quantile Learn-Then-Test: Quantile-Based Risk Control for Hyperparameter Optimization

On Random Tree Structures, Their Entropy, and Compression

An Information-Theoretic Analysis on Temporal Graph Evolution

Practical Random Tree Generation using Spanning Trees: Entropy and Compression

Practical Random Tree Generation: Information-Theoretic Analysis and Applications to IoT

TreeExplorer: A Coding Algorithm for Rooted Trees with Application to Wireless and Ad Hoc Routing

An Information Theory Approach to Network Evolution Models

Kolmogorov Basic Graphs and Their Application in Network Complexity Analysis

BernoulliZip: A Compression Algorithm for Bernoulli Processes and Erdős–Rényi Graphs

Deep Optical Resolution Photoacoustic Remote Sensing Microscopy (Conference Presentation)