Machine Learning

LoGU: Long-form Generation with Uncertainty Expressions ACL 2025 LOHA: Direct Graph Spectral Contrastive Learning Between Low-Pass and High-Pass Views AAAI 2025 LOHRec: Leveraging Order and Hierarchy in Generative Sequential Recommendation EMNLP 2025 LOIRE: LifelOng learning on Incremental data via pre-trained language model gRowth Efficiently ICLR 2025 LoKi: Low-dimensional KAN for Efficient Fine-tuning Image Models CVPR 2025 LoLCATs: On Low-Rank Linearizing of Large Language Models ICLR 2025 LONG3R: Long Sequence Streaming 3D Reconstruction ICCV 2025 LongAttn: Selecting Long-context Training Data via Token-level Attention ACL 2025 Long Chain-of-Thought Fine-tuning via Understanding-to-Reasoning Transition EMNLP 2025 Long Context Compression with Activation Beacon ICLR 2025 Long-Context Linear System Identification ICLR 2025 Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG ICLR 2025 Long-context Reference-based MT Quality Estimation EMNLP 2025 Long-Context State-Space Video World Models ICCV 2025 LongDiff: Training-Free Long Video Generation in One Go CVPR 2025 LongDocURL: a Comprehensive Multimodal Long Document Benchmark Integrating Understanding, Reasoning, and Locating ACL 2025 LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information ACL 2025 Long-form Hallucination Detection with Self-elicitation ACL 2025 Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025 Long-Form Speech Generation with Spoken Language Models ICML 2025 Longhorn: State Space Models are Amortized Online Learners ICLR 2025 LongLeader: A Comprehensive Leaderboard for Large Language Models in Long-context Scenarios NAACL 2025 LongLLaVA: Scaling Multi-modal LLMs to 1000 Images Efficiently via a Hybrid Architecture EMNLP 2025 LongMamba: Enhancing Mamba's Long-Context Capabilities via Training-Free Receptive Field Enlargement ICLR 2025 LongPO: Long Context Self-Evolution of Large Language Models through Short-to-Long Preference Optimization ICLR 2025