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Preprint Aug 2026

Conditional Dynamical Systems for Image Generation

Image generation is dominated by deep generative models on GPUs, whose computational and energy costs raise sustainability concerns. Emerging non-von Neumann substrates, including quantum, compute-in-memory, photonic, and thermodynamic platforms, promise greater efficiency, yet most work ports conventional neural netwo...

Lianlong Sun, Chuan Liu, Yong-Chao Liu et al. · 0 citations
#machine learning Preprint Sep 2026

Learning to Plan from Random Exploration

Random exploration reveals how an environment can be traversed before a goal is specified. Can this experience support long-range planning without policy-improvement training? Our random-walk analysis explains what temporal relations contain: short horizons reveal geodesic geometry in the diffusion limit, while longer...

De-Qian Kong, Guang-Yan Sun, Sheng Cheng et al. · 0 citations

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