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Neural Information Processing SystemsFeb-17-2026, 08:59:07 GMT
Neural Information Processing SystemsFeb-17-2026, 08:58:55 GMT
Large language models (LLMs) demonstrate surprising capabilities, but we do not understand how they are implemented.
Neural Information Processing SystemsFeb-17-2026, 08:58:49 GMT
Neural Information Processing SystemsFeb-17-2026, 08:58:45 GMT
In this paper, we introduce a set of spatial-temporal logic rules as knowledge to explain human actions.
Neural Information Processing SystemsFeb-17-2026, 08:58:38 GMT
Unlike natural language processing and computer vision, the development of Foundation Models (FMs) for time series forecasting is blocked due to data scarcity.
Neural Information Processing SystemsFeb-17-2026, 08:58:28 GMT
Neural Information Processing SystemsFeb-17-2026, 08:58:17 GMT
Machine learning models can often fail on subgroups that are underrepresented during training.
Neural Information Processing SystemsFeb-17-2026, 08:36:28 GMT
Our approach combines three key ideas: (1) value-demand augmentation, (2) action-space approximate dynamic programming, and (3) time-space rounding.
Neural Information Processing SystemsFeb-17-2026, 08:36:19 GMT
Neural Information Processing SystemsFeb-17-2026, 08:36:12 GMT