sudharsan vijayaraghavan

[sudharsan vijayaraghavan @RealPhysicsOfAI]

RL is hundreds of millions of years old.Biomechanical symmetry: Watch your mouth. 🧵 👇We often study Actor-Critic networks and Nash Equilibriums through modern computation. But these elegant mathematical frameworks aren't just abstractions.

[sudharsan vijayaraghavan @RealPhysicsOfAI]

LED-ML: Causal Lens of Layer-wise Energy Dissipation in LLM
Open-access paper: https://t.co/3FcidHQ6qz

Code base: https://t.co/0nty9wruAV

Designed to make deep model architecture debugging and internal state analysis intuitive.
#MechanisticInterpretability #XAI #DataScience

[sudharsan vijayaraghavan @RealPhysicsOfAI]

Want to join our decentralized forum room to discuss these structural physics-to-ML mappings?Reply to this post and I will invite you directly to the circle.

[sudharsan vijayaraghavan @RealPhysicsOfAI]

RL is hundreds of millions of years old.Biomechanical symmetry: Watch your mouth. 🧵 👇We often study Actor-Critic networks and Nash Equilibriums through modern computation. But these elegant mathematical frameworks aren't just abstractions.

[sudharsan vijayaraghavan @RealPhysicsOfAI]

Deep learning isn't replacing natural logic; it is uncovering the fundamental mathematical laws that govern both silicon and biology.Welcome to RealPhysicsOfAI. Mapping the natural sciences to machine learning architectures.