Deep Learning

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing ACL 2025 Efficient Parallel Training Methods for Spiking Neural Networks with Constant Time Complexity ICML 2025 Efficient Perplexity Bound and Ratio Matching in Discrete Diffusion Language Models ICLR 2025 Efficient Personalization of Quantized Diffusion Model without Backpropagation CVPR 2025 Efficient Personalized Adaptation for Physiological Signal Foundation Model ICML 2025 Efficient Pretraining Data Selection for Language Models via Multi-Actor Collaboration ACL 2025 Efficient Progressive Image Compression with Variance-Aware Masking WACV 2025 EfficientQAT: Efficient Quantization-Aware Training for Large Language Models ACL 2025 Efficient Real-time Refinement of Language Model Text Generation EMNLP 2025 Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder AAAI 2025 Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks ICML 2025 Efficient Robustness Evaluation via Constraint Relaxation AAAI 2025 Efficient Safety Alignment of Large Language Models via Preference Re-ranking and Representation-based Reward Modeling ACL 2025 Efficient Self-Supervised Video Hashing with Selective State Spaces AAAI 2025 Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement ICLR 2025 Efficient Source-free Unlearning via Energy-Guided Data Synthesis and Discrimination-Aware Multitask Optimization ICML 2025 Efficient Speech Enhancement via Embeddings from Pre-trained Generative Audioencoders Interspeech 2025 Efficient Speech Translation through Model Compression and Knowledge Distillation ACL 2025 Efficient Spiking Point Mamba for Point Cloud Analysis ICCV 2025 Efficient Streaming Speech Quality Prediction with Spiking Neural Networks Interspeech 2025 Efficient Time Series Processing for Transformers and State-Space Models through Token Merging ICML 2025 Efficient Traffic Prediction Through Spatio-Temporal Distillation AAAI 2025 Efficient Training of Neural Fractional-Order Differential Equation via Adjoint Backpropagation AAAI 2025 Efficient Training of Neural Stochastic Differential Equations by Matching Finite Dimensional Distributions ICLR 2025 Efficient Trie-based Biasing using K-step Prediction for Rare Word Recognition Interspeech 2025