arXiv 论文速递

反事实遗憾最小化长期是少数CPU快于GPU的大规模数值负载，本文通过静态数据流编译与CUDA图重放实现80倍加速，对大规模博弈求解意义重大。

Counterfactual regret minimization (CFR) is one of the few large numerical workloads that still runs faster on CPUs than on GPUs. Each iteration sweeps a game tree with up to billi…

分布偏移下的泛化是机器学习核心难题，现有理论局限于狭窄设定。本文给出协变量与概念偏移的一般量化框架，拓展了学习界理论的适用范围。

Generalization under distribution shift remains a core challenge in modern machine learning, yet existing learning bound theory is limited to narrow, idealized settings and is non-…

人类文本趋于枯竭，重复训练数据成为常态。本文揭示稀疏专家混合模型对重复数据过拟合更严重，为数据受限下的模型架构选择提供关键指导。

As the supply of human-written text is exhausted, it has become standard practice to repeat language model training data. Prior work has studied data repetition for densely activat…

Camera traps often run in the field on edge hardware with limited or no connectivity, making small, locally-deployable vision-language models (VLMs) -- not frontier-scale ones -- t…

Generative artificial intelligence changes how firms reach customers, but standard marketing data do not record how often users see and notice a firm's name in generated answers. W…

Agentic AI is moving from bounded task execution toward systems that retain consequential state, continue operating and adapt across task boundaries. That shift creates a control p…

Artificial Intelligence does more than create a governance problem. It can also reveal where institutions have already failed to provide responsiveness, belonging, care, and accoun…

Automatic Music Transcription (AMT) for guitar remains limited by three challenges: existing systems often fail to capture expressive techniques such as slides, bends, and percussi…

空间推理不仅依赖度量属性，还依赖拓扑关系。本文探究基础模型能否进行拓扑空间推理，揭示其在不变关系理解上的能力与局限。

Spatial reasoning depends not only on metric properties such as distance, angle, and shape, but also on topological relations that remain invariant under continuous deformation. Co…

因果发现是科学推理与干预决策的基础，但缺乏统一评测。本文提出基准，系统评估基础模型时代的因果发现方法，推动该领域标准化比较。

Causal discovery aims to uncover causal structures from data and is fundamental to scientific reasoning and intervention-based decision making. Its evaluation relies heavily on str…

Solving novel view synthesis (NVS) for millimeter-wave (mmWave) radar requires a renderer that is physically faithful, complex-valued, and multi-viewpoint-tractable. No prior metho…

Zero-cost proxies rank architectures cheaply, but their reliability varies across search spaces. We introduce CoRA-NAS (COarse Ranking + Anchor-residual), a two-stage framework com…