Optimization

MITIGATING OVER-EXPLORATION IN LATENT SPACE OPTIMIZATION USING LES ICML 2025 Mitigating Paraphrase Attacks on Machine-Text Detection via Paraphrase Inversion ACL 2025 Mitigating Plasticity Loss in Continual Reinforcement Learning by Reducing Churn ICML 2025 Mitigating Tail Narrowing in LLM Self-Improvement via Socratic-Guided Sampling NAACL 2025 MixLLM: Dynamic Routing in Mixed Large Language Models NAACL 2025 MixLoRA-DSI: Dynamically Expandable Mixture-of-LoRA Experts for Rehearsal-Free Generative Retrieval over Dynamic Corpora EMNLP 2025 MixMin: Finding Data Mixtures via Convex Minimization ICML 2025 Mixture Compressor for Mixture-of-Experts LLMs Gains More ICLR 2025 Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization EMNLP 2025 Mixtures of In-Context Learners ACL 2025 MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering ICLR 2025 MLLP-VRAIN UPV system for the IWSLT 2025 Simultaneous Speech Translation Translation task ACL 2025 MLWQ: Efficient Small Language Model Deployment via Multi-Level Weight Quantization EMNLP 2025 MMDEND: Dendrite-Inspired Multi-Branch Multi-Compartment Parallel Spiking Neuron for Sequence Modeling ACL 2025 MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization ICML 2025 MMET: A Multi-Input and Multi-Scale Transformer for Efficient PDEs Solving IJCAI 2025 MMGIA: Gradient Inversion Attack Against Multimodal Federated Learning via Intermodal Correlation IJCAI 2025 MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models ICLR 2025 MobiLoRA: Accelerating LoRA-based LLM Inference on Mobile Devices via Context-aware KV Cache Optimization ACL 2025 MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines EMNLP 2025 MoDeGPT: Modular Decomposition for Large Language Model Compression ICLR 2025 Model Extrapolation Expedites Alignment ACL 2025 Model Immunization from a Condition Number Perspective ICML 2025 Modeling All Response Surfaces in One for Conditional Search Spaces AAAI 2025 Modeling Latent Non-Linear Dynamical System over Time Series AAAI 2025