用叙事约束为 LLM 减负：token 消耗降低 79%，系统延迟从 3.4s 降到 1.3s，语义热力学带来全新优化视角。
Article URL: https://github.com/tauansloboda/semantic-thermodynamics Comments URL: https://news.ycombinator.com/item?id=49190710 Points: 2 # Comments:…
用机器学习剖析量子热力学熵，单粒子量子引擎的洞察新视角，交叉前沿值得一读。
arXiv:2305.06177v1 Announce Type: cross Abstract: We present a thermodynamic analysis of a quantum engine that uses a single quantum particle as its w…
热力学计算硬件新范式，为生成式AI提供另类算力路径
arXiv:2608.00754v1 Announce Type: cross Abstract: Thermodynamic computing is an emerging hardware paradigm, in which stochastic physical dynamics serv…
基于伊辛模型的热力学计算设备，为低功耗 AI 推理和边缘计算带来可扩展新路径。
arXiv:2607.00170v1 Announce Type: cross Abstract: Thermodynamic computing devices based on the Ising model show great promise for low-power AI inferen…
用大模型结合空间语义知识图谱，让HVAC系统既懂热力学又懂建筑布局，实现更聪明的控温节能。
arXiv:2606.22911v1 Announce Type: new Abstract: Multi-zone HVAC control is a spatial decision problem in which indoor thermal evolution and control de…
从热力学视角揭示训练算法的不可逆本质，为理解深度学习优化过程提供全新理论框架。
arXiv:2605.21933v1 Announce Type: cross Abstract: The training algorithms for AI systems all introduce far-from-equilibrium dynamical processes, and u…