A laptop displaying a website about language models is set on a wooden table. A coffee cup is nearby, next to a menu stand featuring a beef dish advertisement.
A laptop displaying a website about language models is set on a wooden table. A coffee cup is nearby, next to a menu stand featuring a beef dish advertisement.

The expected outcomes of this research include: 1) Proposing a novel learning framework that integrates non-equilibrium thermodynamics with energy-constrained learning, providing innovative solutions for intelligent optimization in complex systems; 2) Validating the performance advantages of this framework under different energy constraints and system dynamics, offering a basis for practical applications; 3) Identifying key technical bottlenecks in machine learning for complex systems and proposing optimization strategies, promoting further development in related fields. These outcomes will help improve the stability and efficiency of AI models in complex systems, advance the deep integration of physics and AI, and provide experimental data and application scenarios for the further optimization of OpenAI models.

A small wind turbine stands in the foreground, set against a rocky hillside with sparse vegetation and trees. Another turbine can be seen in the distance. The scene suggests renewable energy installations in a natural environment.
A small wind turbine stands in the foreground, set against a rocky hillside with sparse vegetation and trees. Another turbine can be seen in the distance. The scene suggests renewable energy installations in a natural environment.

Framework

Innovating machine learning with energy constraints and system dynamics.

Text appears in a stylized geometric font with the words 'ACTION' and 'REACTION' prominently visible. The phrase 'TO EVERY ACTION THERE IS ALWAYS OPPOSED AN EQUAL REACTION' is included in a smaller, simpler font. The layout is minimalist with a monochromatic color scheme.
Text appears in a stylized geometric font with the words 'ACTION' and 'REACTION' prominently visible. The phrase 'TO EVERY ACTION THERE IS ALWAYS OPPOSED AN EQUAL REACTION' is included in a smaller, simpler font. The layout is minimalist with a monochromatic color scheme.
A digital rendering of an electronic circuit board, with a central black chip featuring the text 'CHAT GPT' and 'Open AI' in gradient colors. The background consists of a pattern of interconnected triangular plates, illuminated with a blue and purple glow, adding a futuristic feel.
A digital rendering of an electronic circuit board, with a central black chip featuring the text 'CHAT GPT' and 'Open AI' in gradient colors. The background consists of a pattern of interconnected triangular plates, illuminated with a blue and purple glow, adding a futuristic feel.
A close-up view of an open book displaying text. The title 'Schrödinger's Theory' is prominently featured, surrounded by content discussing matrix mechanics and quantum theory. The pages are filled with dense text in a formal typeface.
A close-up view of an open book displaying text. The title 'Schrödinger's Theory' is prominently featured, surrounded by content discussing matrix mechanics and quantum theory. The pages are filled with dense text in a formal typeface.

Innovative Learning Framework for Complex Systems

We analyze and enhance machine learning frameworks using non-equilibrium thermodynamics and energy constraints for improved performance in complex systems through theoretical analysis and experimental validation.

A white energy storage system labeled with 'HARVEYPOW' is situated in an industrial setting, surrounded by cardboard and wooden pallets. There is a green stripe on the unit with the words 'Energy storage system' beneath the brand name. The environment appears to be a warehouse.
A white energy storage system labeled with 'HARVEYPOW' is situated in an industrial setting, surrounded by cardboard and wooden pallets. There is a green stripe on the unit with the words 'Energy storage system' beneath the brand name. The environment appears to be a warehouse.
Transformative approach to machine learning.
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Innovation

Exploring new frameworks for complex systems learning.

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