Efficient Computing

Breaking the Encoder Barrier for Seamless Video-Language Understanding ICCV 2025 Bringing RNNs Back to Efficient Open-Ended Video Understanding ICCV 2025 BSDB-Net: Band-Split Dual-Branch Network with Selective State Spaces Mechanism for Monaural Speech Enhancement AAAI 2025 Building Vision Models upon Heat Conduction CVPR 2025 C3oT: Generating Shorter Chain-of-Thought Without Compromising Effectiveness AAAI 2025 Cacheback: Speculative Decoding With Nothing But Cache EMNLP 2025 CARE Transformer: Mobile-Friendly Linear Visual Transformer via Decoupled Dual Interaction CVPR 2025 CENTAUR: Bridging the Impossible Trinity of Privacy, Efficiency, and Performance in Privacy-Preserving Transformer Inference ACL 2025 Certified Mitigation of Worst-Case LLM Copyright Infringement EMNLP 2025 CLaSp: In-Context Layer Skip for Self-Speculative Decoding ACL 2025 Classic Video Denoising in a Machine Learning World: Robust, Fast, and Controllable CVPR 2025 ClusterAttn: KV Cache Compression under Intrinsic Attention Clustering ACL 2025 Comparing LLMs and BERT-based Classifiers for Resource-Sensitive Claim Verification in Social Media ACL 2025 Complexity Experts are Task-Discriminative Learners for Any Image Restoration CVPR 2025 Conical Visual Concentration for Efficient Large Vision-Language Models CVPR 2025 Conversational SimulMT: Efficient Simultaneous Translation with Large Language Models ACL 2025 CopySpec: Accelerating LLMs with Speculative Copy-and-Paste EMNLP 2025 CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter ACL 2025 COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism AAAI 2025 COUNTDOWN: Contextually Sparse Activation Filtering Out Unnecessary Weights in Down Projection EMNLP 2025 Cramming 1568 Tokens into a Single Vector and Back Again: Exploring the Limits of Embedding Space Capacity ACL 2025 Cross-MoE: An Efficient Temporal Prediction Framework Integrating Textual Modality EMNLP 2025 Curriculum Coarse-to-Fine Selection for High-IPC Dataset Distillation CVPR 2025 Curriculum Debiasing: Toward Robust Parameter-Efficient Fine-Tuning Against Dataset Biases ACL 2025 DAC: A Dynamic Attention-aware Approach for Task-Agnostic Prompt Compression ACL 2025