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WEBPersona-Plug (PPlug): A Lightweight Plug-and-Play Model for Personalized Language Generation. AI Paper Summary September 21, 2024. Personalization is essential in many language tasks, as users with similar needs may prefer different outputs based on personal preferences. Traditional methods involve fine-tuning language models for each user ...
RetrievalAttention: A Training-Free Machine Learning Approach to …
WEB1 day ago · This study presents RetrievalAttention, an innovative solution for accelerating long-context LLM inference by offloading most KV vectors to CPU memory and employing dynamic sparse attention through vector search.The method addresses the distribution differences between query and key vectors, utilizing an attention-aware approach to …
Vista3D: A Novel AI Framework for Rapid and Detailed 3D Object ...
WEB2 days ago · Previous 3D model generation from single images faced challenges. Feed-forward architectures produced simplistic objects due to limited 3D data. Gaussian splatting provided rapid coarse geometry but lacked fine details and view consistency. Naive gradient thresholding caused excessive densification and swollen geometries. Regularisation …
Gated Slot Attention: Advancing Linear Attention Models for …
WEB3 days ago · This study presents GSA that enhances the ABC model with a gating mechanism inspired by Gated Linear Attention.By framing GSA as a two-pass GLA, it utilizes hardware-efficient implementations for efficient training. GSA’s context-aware memory reading and forgetting mechanisms implicitly increase model capacity while …
ZML: A High-Performance AI Inference Stack that can Parallelize …
WEB4 days ago · A team of researchers from ZML AI addressed the critical challenge of deploying AI models efficiently in production environments by introducing ZML, a high-performance AI inference stack.ZML offers an open-source, production-ready framework focusing on speed, scalability, and hardware independence. It uses MLIR (Multi-Level …
Michelangelo: An Artificial Intelligence Framework for Evaluating …
WEB3 days ago · In artificial intelligence and natural language processing, long-context reasoning has emerged as a crucial area of research. As the volume of information that needs to be processed grows, machines must be able to synthesize and extract relevant data from massive datasets efficiently. This goes beyond simple retrieval tasks, requiring …
This AI Paper by NVIDIA Introduces NVLM 1.0: A Family of …
WEB5 days ago · Multimodal large language models (MLLMs) focus on creating artificial intelligence (AI) systems that can interpret textual and visual data seamlessly. These models aim to bridge the gap between natural language understanding and visual comprehension, allowing machines to cohesively process various forms of input, from …
Researchers from NVIDIA Introduce Retro 48B: The Largest
WEBOct 17, 2023 · Researchers from Nvidia and the University of Illinois at Urbana Champaign introduce Retro 48B, a significantly larger language model than previous retrieval-augmented models like Retro (7.5B parameters). Retro 48B is pre-trained with retrieval on an extensive corpus, leading to improved perplexity. The encoder in InstructRetro can …
Facebook AI Introduces 'NeuralProphet': A Hybrid Forecasting …
WEBDec 3, 2021 · Meta/Facebook AI introduces 'Neural Prophet', a simple forecasting package that provides a solution to some of the most prevalent needs of customers, seeking to maximize the scalability and flexibility of time series forecasts based on Meta's own internal data scientists and requests from external industry practitioners. Whether it's estimating …
Meta Advances AI Capabilities with Next-Generation MTIA Chips
WEBApr 10, 2024 · Meta, the tech giant behind popular platforms such as Facebook and Instagram, is pushing the boundaries of artificial intelligence (AI) infrastructure by introducing the next generation of the Meta Training and Inference Accelerator (MTIA). This move marks a significant leap in Meta's commitment to enhancing AI-driven experiences …
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