Research

Pushing the Boundaries

Our research spans across AI, space science, and computational physics. We tackle hard problems that sit at the intersection of these transformative domains.

Research Areas

Active and exploratory research programs at Deepcomet.

Active

Neural Architecture Design

Designing novel neural network architectures that are more efficient, interpretable, and capable of reasoning about complex multi-modal data.

Deep LearningTransformersArchitecture Search
Active

Computational Astrophysics

Using advanced simulation and machine learning to model stellar evolution, galaxy formation, and cosmological phenomena at unprecedented resolution.

AstrophysicsSimulationML
Active

Autonomous Space Systems

Developing AI-powered autonomous systems for satellite navigation, space debris tracking, and deep-space mission planning.

AutonomyNavigationRobotics
Exploring

Quantum-Classical Hybrid Computing

Investigating the intersection of quantum computing and classical AI to solve problems that are intractable for either paradigm alone.

QuantumHybridOptimization
Active

Edge AI for Space

Building lightweight AI models that can run on resource-constrained hardware in space environments for real-time decision making.

Edge ComputingOptimizationEmbedded
Exploring

Multi-Agent Systems

Researching collaborative AI agents that can coordinate and communicate to solve complex tasks in distributed environments.

Multi-AgentCooperationCommunication

Research Previews

Upcoming publications and research previews from our team.

Research Preview

Towards Efficient Neural Architectures for Space Applications

A comprehensive study on designing neural networks optimized for the unique constraints of space-based computing environments.

Research Preview

AI-Driven Approaches to Stellar Classification

Leveraging deep learning models for automated classification and analysis of stellar spectra at scale.

Research Preview

Autonomous Navigation in Deep Space Using Reinforcement Learning

Developing RL-based navigation systems for autonomous spacecraft operating in uncharted regions of space.

Interested in Collaborating?

We're always looking for researchers, engineers, and visionaries to join our mission.

Reach Out