Machine Learning

Efficient Distribution Matching of Representations via Noise-Injected Deep InfoMax ICLR 2025 Efficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets ICLR 2025 Efficient Document-level Event Relation Extraction NAACL 2025 Efficient Domain Continual pretraining by Mitigating the Stability Gap ACL 2025 Efficient Duple Perturbation Robustness in Low-rank MDPs L4DC 2025 Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-Generation EMNLP 2025 Efficient Dynamic Ensembling for Multiple LLM Experts IJCAI 2025 Efficient Dynamic Graphs Learning with Refined Batch Parallel Training IJCAI 2025 Efficient Ensemble for Fine-tuning Language Models on Multiple Datasets ACL 2025 Efficient Environmental Claim Detection with Hyperbolic Graph Neural Networks IJCNLP 2025 Efficient Evaluation of Multi-Task Robot Policies With Active Experiment Selection CoRL 2025 Efficient Event-Based Object Detection: A Hybrid Neural Network with Spatial and Temporal Attention CVPR 2025 Efficient Event Camera Data Pretraining with Adaptive Prompt Fusion ICCV 2025 Efficient Evolutionary Search Over Chemical Space with Large Language Models ICLR 2025 Efficient Exploitation of Hierarchical Structure in Sparse Reward Reinforcement Learning AISTATS 2025 Efficient Federated Incomplete Multi-View Clustering ICML 2025 Efficient Federated Learning via Clients-to-Server Knowledge Distillation (Student Abstract) AAAI 2025 Efficient Few-Shot Neural Architecture Search by Counting the Number of Nonlinear Functions AAAI 2025 Efficient Fine-Tuning of Large Models via Nested Low-Rank Adaptation ICCV 2025 Efficient First-Order Optimization on the Pareto Set for Multi-Objective Learning under Preference Guidance ICML 2025 Efficient Generative Modeling with Residual Vector Quantization-Based Tokens ICML 2025 Efficient Graph Bandit Learning with Side-Observations and Switching Constraints AAAI 2025 Efficient Graph Continual Learning via Lightweight Graph Neural Tangent Kernels-based Dataset Distillation ICML 2025 Efficient Heterogeneity-Aware Federated Active Data Selection ICML 2025 Efficient Hierarchical Any-Angle Path Planning on Multi-Resolution 3D Grids RSS 2025