research

my main research interests, along with relevant publications

You can find below a selected list of research topics I have worked on, along with indicative relevant publications. Note that a few of them might fall within multiple categories.

Information-theoretic Representation Learning

Model-based and Data-driven Learning

DL Architectures for Feature Aggregation

Lightweight Machine/Deep Learning

Knowledge Distillation

Adaptive Computational Graphs for DL

Dimensionality Reduction

Lighweight Architectures

Hashing

Timeseries Analysis

Energy Data Analytics

Timeseries analysis

Trading using Deep Reinforcement Learning

Robotics Perception

Deep Reinforcement Learning for Robotics Control

Perception and Control

Active Perception

Photonic Neuromorphic Deep Learning

Ex-situ training for photonic neuromorphic architectures

Noise-resilient Deep Learning

Other Deep Learning Topics

Deep Generative Models

Privacy Preserving Learning

Few-shot Learning

Exploratory Data Analysis

Sentiment Analysis

Multimodal Fusion

Neural Style Transfer

Brain Decoding

Optimization

Visual Question Answering

Action Recognition

Information Retrieval