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Hace 3 días · Tim Berners-Lee, British computer scientist, generally credited as the inventor of the World Wide Web. In 2004 he was knighted by Queen Elizabeth II and received the Millennium Technology Prize from the Finnish Technology Award Foundation.
Hace 5 días · Inference is the process of deriving new sentences from old ones. For instance, in the Harry Potter example earlier, sentences 4 and 5 were inferred from sentences 1, 2, and 3. There are multiple ways to infer new knowledge based on existing knowledge.
Hace 4 días · A detailed exploration of model inference, its importance in machine learning, and best practices for optimization.
Hace 23 horas · La musique de Sunny Five (Tim Berne, Marc Ducret, David Thorn, Devin Hoff, Ches Smith) ne fait pas dans la dentelle. Du moins, celle de Calais. Elle témoigne néanmoins assez bien d’une époque gorgée de déconstructions, de dangers et de contradictions. Elle n’est pas aimable et ne le redeviendra que lorsque la sagesse refera surface. Et encore, pouvons-nous en douter.
Hace 4 días · In this paper we introduce Mixture of Preference Experts (MoPE), a novel approach to RLPHF that dynamically weighs and combines the outputs of expert LLMs instead of merging their model parameters. Notably, we compute different weights for each token, depending on the preceding context and the user’s preference description. Similar to prior work, MoPE also starts with pre-trained expert LLMs.
Hace 1 día · The tutorial is structured as four segments: In the first segment, we provide a historical perspective on language models and present a black-box probabilistic model that serves as a foundation for understanding the inference from these models.
Hace 5 días · Inference and generative methods for graphs, time series, text, video, and other structured modalities. Scaling and accelerating inference and generative models on structured data. Uncertainty quantification in AI systems. Applications in decision making, sampling, optimization, generative models, inference.
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