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Apple Machine Learning Research Publications

58 articles total

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Explore advancements in state of the art machine learning research in speech and natural language, privacy, computer vision, health, and more.

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  •  Examining Human-Like Behaviors in LLMs: A Multi-Dimensional Analysis of Model Behaviors, User Factors, and System Prompts
  •  The P-Completeness of Inverted Index Traversal: On the Complexity of Evaluating Boolean Query DAGs
  •  A Specialized Semismooth Newton Method for Kernel-Based Optimal Transport
  •  GRPO Beyond English: A Large-Scale Study of GRPO in Non-English and Multilingual Settings
  •  MVICAD2: Multi-View Independent Component Analysis with Delays and Dilations
  •  When Unlearning Is Free: Leveraging Low Influence Points to Reduce Computational Costs
  •  Arbitrage: Efficient Reasoning via Advantage-Aware Speculation
  •  Beyond Next-Token Prediction: A Performance Characterization of Diffusion versus Autoregressive Language Models
  •  Scaling Categorical Flow Maps
  •  DeepAmbigQA: Ambiguous Multi-hop Questions for Benchmarking LLM Answer Completeness
  •  Locking Pretrained Weights via Deep Low-Rank Residual Distillation
  •  Taming Outlier Tokens in Diffusion Transformers
  •  Understanding Alignment in Multimodal LLMs: A Comprehensive Study
  •  MoMo: Dial Motion Mode in Robot Manipulation with Spatiotemporal Action Tokenization
  •  Dimensionality Reduction Meets Network Science: Sensemaking on UMAP’s kNN Graph
  •  Memory Efficient Audio Synthesis with Decoupled Temporal Depth Diffusion Transformers
  •  GH-ESD: Grounded Hypothesis-Driven Error Slice Discovery for Instance-Level Vision Tasks
  •  LEAD: Breaking the No-Recovery Bottleneck in Long-Horizon Reasoning
  •  Accelerating Text-to-Video Generation with Calibrated Sparse Attention
  •  Environment-free Synthetic Data Generation for API-Calling Agents