Foundation Models

MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments CVPR 2025 MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs ICCV 2025 MMVU: Measuring Expert-Level Multi-Discipline Video Understanding CVPR 2025 MMWorld: Towards Multi-discipline Multi-faceted World Model Evaluation in Videos ICLR 2025 MobiLoRA: Accelerating LoRA-based LLM Inference on Mobile Devices via Context-aware KV Cache Optimization ACL 2025 Model Extrapolation Expedites Alignment ACL 2025 Model Steering: Learning with a Reference Model Improves Generalization Bounds and Scaling Laws ICML 2025 Model Surgery: Modulating LLM’s Behavior Via Simple Parameter Editing NAACL 2025 ModernBERT or DeBERTaV3? Examining Architecture and Data Influence on Transformer Encoder Models Performance IJCNLP 2025 ModRWKV: Transformer Multimodality in Linear Time EMNLP 2025 MoE-LPR: Multilingual Extension of Large Language Models Through Mixture-of-Experts with Language Priors Routing AAAI 2025 MoH: Multi-Head Attention as Mixture-of-Head Attention ICML 2025 Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts ICML 2025 MoLE:Decoding by Mixture of Layer Experts Alleviates Hallucination in Large Vision-Language Models AAAI 2025 MoLEx: Mixture of Layer Experts for Fine-tuning with Sparse Upcycling ICLR 2025 Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models CVPR 2025 MolRAG: Unlocking the Power of Large Language Models for Molecular Property Prediction ACL 2025 MoMa: Modulating Mamba for Adapting Image Foundation Models to Video Recognition ICML 2025 MoMentS: A Comprehensive Multimodal Benchmark for Theory of Mind EMNLP 2025 MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices EMNLP 2025 Mondrian: A Framework for Logical Abstract (Re)Structuring EMNLP 2025 Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training CVPR 2025 More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning EMNLP 2025 MorphoGen: Efficient Unconditional Generation of Long-Range Projection Neuronal Morphology via a Global-to-Local Framework ICCV 2025 Mosaic-IT: Cost-Free Compositional Data Synthesis for Instruction Tuning ACL 2025