Efficient Computing

RMP-SAM: Towards Real-Time Multi-Purpose Segment Anything ICLR 2025 RobotxR1: Enabling Embodied Robotic Intelligence on Large Language Models through Closed-Loop Reinforcement Learning CoRL 2025 Robust Dataset Condensation using Supervised Contrastive Learning ICCV 2025 RocketEval: Efficient automated LLM evaluation via grading checklist ICLR 2025 RocketKV: Accelerating Long-Context LLM Inference via Two-Stage KV Cache Compression ICML 2025 RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates ACL 2025 RoSTE: An Efficient Quantization-Aware Supervised Fine-Tuning Approach for Large Language Models ICML 2025 Rotate, Clip, and Partition: Towards W2A4KV4 Quantization by Integrating Rotation and Learnable Non-uniform Quantizer EMNLP 2025 Rotated Runtime Smooth: Training-Free Activation Smoother for accurate INT4 inference ICLR 2025 RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations IJCAI 2025 Router-Tuning: A Simple and Effective Approach for Dynamic Depth EMNLP 2025 RRG-Mamba: Efficient Radiology Report Generation with State Space Model IJCAI 2025 R-Sparse: Rank-Aware Activation Sparsity for Efficient LLM Inference ICLR 2025 rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking ICML 2025 RTop-K: Ultra-Fast Row-Wise Top-K Selection for Neural Network Acceleration on GPUs ICLR 2025 Run LoRA Run: Faster and Lighter LoRA Implementations ACL 2025 RWKVQuant: Quantizing the RWKV Family with Proxy Guided Hybrid of Scalar and Vector Quantization ICML 2025 RxLens: Multi-Agent LLM-powered Scan and Order for Pharmacy NAACL 2025 Sable: a Performant, Efficient and Scalable Sequence Model for MARL ICML 2025 SADA: Stability-guided Adaptive Diffusion Acceleration ICML 2025 SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models ACL 2025 SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations ICLR 2025 SageAttention2: Efficient Attention with Thorough Outlier Smoothing and Per-thread INT4 Quantization ICML 2025 SageAttention: Accurate 8-Bit Attention for Plug-and-play Inference Acceleration ICLR 2025 SAKI-RAG: Mitigating Context Fragmentation in Long-Document RAG via Sentence-level Attention Knowledge Integration EMNLP 2025