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cs.LG2026
Diffusion Language Models as Open Quantum Systems
Akinori Tanaka, Yukinao Akamatsu, Takuki Tomita +1
Diffusion language models generate text by reversing a classical diffusion process over token sequences. We show that their continuous-time forward and reverse dynamics can be embe…
hep-th2026
Effective field theory for dissipative photons from higher-form symmetries
Genki Yoshimura, Yukinao Akamatsu, Yuji Hirono
Recent developments in generalized symmetries have provided new insights into quantum field theories. Within this framework, photons can be understood as Nambu-Goldstone modes asso…