Mitsubishi Electric Research Laboratories

Sustainable AI: Enabling computationally efficient and environmentally sustainable frameworks for high-performance artificial intelligence (AI) and machine learning (ML).

Artificial intelligence (AI), encompassing machine learning (ML) and deep learning (DL), has profoundly transformed various aspects of our lives, from everyday solutions to societal services and industrial evolutions. Particularly, the advent of Generative AI, such as GPT (generative pre-trained transformer) and diffusion-based models, has been revolutionizing a multitude of applications in recent years.

While these advanced AI systems have achieved remarkable performance, the computational complexity, power consumption, and storage requirements have been skyrocketing. For instance, modern large language models (LLMs) often require billions or even trillions of model parameters. This immense scale comes . . . [learn more]

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Applied Physics

From first-principles modeling to device designs.

Artificial Intelligence

Making machines smarter for improved safety, efficiency and comfort.

Communications

Wireless and optical communications.

Computational Sensing

Utilizing computation to improve sensing capabilities.

Computer Vision

Extracting meaning and building representations of visual objects and events in the world.

Control

If it moves, we control it.

Data Analytics

Learning from data for optimal decisions.

Dynamical Systems

Exploiting nonlinearity and shaping dynamics in creative and deeply mathematical ways.

Electric Systems

Modeling & optimization of power systems and electromagnetic machines.

Electronic and Photonic Devices

Pursuing theoretical and experimental research for next generation devices.

Machine Learning

Data-driven approaches to design intelligent algorithms.

Multi-Physical Modeling

Optimal design & robust control through multi-physical modeling.

Optimization

Efficient solutions to large-scale problems.

Robotics

Where hardware, software and machine intelligence come together.

Signal Processing

Acquisition and processing of information.

Speech & Audio

Audio source separation, recognition, and understanding.

Mitsubishi Electric Research Laboratories (MERL) is Mitsubishi Electric Corporation's North American research organization.

Sustainable AI: Enabling computationally efficient and environmentally sustainable frameworks for high-performance artificial intelligence (AI) and machine learning (ML).

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