Foundation Models

MusKGC: A Flexible Multi-source Knowledge Enhancement Framework for Open-World Knowledge Graph Completion EMNLP 2025 MuTIS: Enhancing Reasoning Efficiency through Multi Turn Intervention Sampling in Reinforcement Learning EMNLP 2025 MVA: Linear Attention with High-order Query-Keys Integration and Multi-level Vocabulary Decomposition ICML 2025 NatureLM-audio: an Audio-Language Foundation Model for Bioacoustics ICLR 2025 NavRAG: Generating User Demand Instructions for Embodied Navigation through Retrieval-Augmented LLM ACL 2025 Needle Threading: Can LLMs Follow Threads Through Near-Million-Scale Haystacks? ICLR 2025 Nemotron-CC: Transforming Common Crawl into a Refined Long-Horizon Pretraining Dataset ACL 2025 Neural Encoding and Decoding at Scale ICML 2025 Neuro-Conceptual Artificial Intelligence: Integrating OPM with Deep Learning to Enhance Question Answering Quality COLING 2025 NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals ICLR 2025 Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models ICLR 2025 Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language Models IJCAI 2025 Neuroverse3D: Developing In-Context Learning Universal Model for Neuroimaging in 3D ICCV 2025 Nexus: Adaptive Upcycling to Efficiently Pretrain Mixture of Experts EMNLP 2025 Nile-Chat: Egyptian Language Models for Arabic and Latin Scripts EMNLP 2025 NileChat: Towards Linguistically Diverse and Culturally Aware LLMs for Local Communities EMNLP 2025 NIM: Neuro-symbolic Ideographic Metalanguage for Inclusive Communication EMNLP 2025 NitroFusion: High-Fidelity Single-Step Diffusion through Dynamic Adversarial Training CVPR 2025 NL-Debugging: Exploiting Natural Language as an Intermediate Representation for Code Debugging EMNLP 2025 NLPrompt: Noise-Label Prompt Learning for Vision-Language Models CVPR 2025 NNsight and NDIF: Democratizing Access to Open-Weight Foundation Model Internals ICLR 2025 Node-Time Conditional Prompt Learning in Dynamic Graphs ICLR 2025 Non-Natural Image Understanding with Advancing Frequency-based Vision Encoders CVPR 2025 NotaGen: Advancing Musicality in Symbolic Music Generation with Large Language Model Training Paradigms IJCAI 2025 Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing EMNLP 2025