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Machine Learning
Research at Apple

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Faster Retrieval for Better, More Efficient RAG

November 5, 2026conference ICML

Maximum inner product search (MIPS) sits at the core of recommendation systems, search, and retrieval-augmented generation (RAG). Given a query vector, MIPS systems search within a database of millions of candidate key vectors for the one that best matches the query. The original data point associated with that best-matching key is then used to handle the query: in RAG, the document that is best suited to answer the question is typically prefixed…

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Local and Distributed Large LLM Inference with MLX and RDMA on Mac Studio

October 15, 2026

MLX on Mac with Apple silicon lets AI researchers and developers experiment locally with the latest models and methods in a private environment. The open-source array framework leverages the unified memory architecture of Apple silicon, enabling anyone to run new inference and fine-tuning methods on their own hardware and explore other AI techniques. In a previous post, we highlighted the advantages of the M5 architecture and its GPU Neural Accelerators.

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Recent publications

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Evaluating the Evaluators: Investigating LLM Judges for Personalized Writing Style Assessment

research area Human-Computer Interaction, research area Methods and AlgorithmsWorkshop at NeurIPSPublished year 2026
AuthorsNatalie Mackraz‡, Andrew Silva, Aini Putkonen, Brihi Joshi†**, Joelle Alcaidinho, Arnav Arora§**, Barry-John Theobald, Katherine Metcalf‡
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On the Importance of Gating: Memorization vs. In-Context Learning in State Space Models

research area Methods and Algorithms, research area Speech and Natural Language Processingconference NeurIPSPublished year 2026
AuthorsWilliam L. Tong†**, Aryo Lotfi, Emmanuel Abbe, Kostas Vaggelakos, Vishnu Banna, Etai Littwin, Josh Susskind, Cengiz Pehlevan†, Eran Malach
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Events

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Empirical Methods in Natural Language Processing (EMNLP) 2026

October 22, 2026

Apple is presenting new research at the 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP), taking place October 24–29 in Budapest, Hungary. EMNLP focuses on research surrounding the science and technology of spoken language processing. Below is an overview of Apple’s participation at EMNLP 2026.

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European Conference on Computer Vision (ECCV) 2026

September 2, 2026research area Computer Vision

Apple is presenting new research at the European Conference on Computer Vision (ECCV), which takes place in Malmö, Sweden, from September 8–12. We are proud to again sponsor the biennial conference, which brings together the scientific and industrial research communities around ML and computer vision. Below is an overview of Apple’s participation at ECCV 2026.

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