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An article explores Geoffrey Hinton's 1977 PhD thesis 'Relaxation and its Role in Vision', highlighting how its ideas on vision, relaxation, and reasoning under uncertainty anticipate modern AI concepts.
The article points out that one key technology for Kimi defeating US models may originate from founder Yang Zhilin’s doctoral thesis ten years ago, mentioning the connection between XLNet and Kimi K2's trillion-parameter MoE architecture.
This Ph.D. thesis presents a self-contained textbook on differentiable ray tracing for radio propagation modeling, integrating automatic differentiation (e.g., JAX) into ray tracing pipelines to solve inverse problems and train ML models for next-generation wireless design.