Efficient Computing

The Hidden Attention of Mamba Models ACL 2025 Token Level Routing Inference System for Edge Devices ACL 2025 TokenSelect: Efficient Long-Context Inference and Length Extrapolation for LLMs via Dynamic Token-Level KV Cache Selection EMNLP 2025 TokenSmith: Streamlining Data Editing, Search, and Inspection for Large-Scale Language Model Training and Interpretability EMNLP 2025 TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model CVPR 2025 TorchTitan: One-stop PyTorch native solution for production ready LLM pretraining ICLR 2025 Towards Accurate Binary Spiking Neural Networks: Learning with Adaptive Gradient Modulation Mechanism AAAI 2025 Towards an Ultra-Low-Delay Neural Audio Coding with Computational Efficiency Interspeech 2025 Towards One-bit ASR: Extremely Low-bit Conformer Quantization Using Co-training and Stochastic Precision Interspeech 2025 Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients ACL 2025 Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights CVPR 2025 Transformers without Normalization CVPR 2025 TreeKV: Smooth Key-Value Cache Compression with Tree Structures IJCAI 2025 TSDT-Net: Ultra-Low-Complexity Two-Stage Model Combining Dual-Path-Transformer and Transform-Average-Concatenate Network for Speech Enhancement Interspeech 2025 Unlocking Temporal Flexibility: Neural Speech Codec with Variable Frame Rate Interspeech 2025 Variable Layerwise Quantization: A Simple and Effective Approach to Quantize LLMs ACL 2025 VisiPruner: Decoding Discontinuous Cross-Modal Dynamics for Efficient Multimodal LLMs EMNLP 2025 ViT-Linearizer: Distilling Quadratic Knowledge into Linear-Time Vision Models ICCV 2025 Vocabulary-level Memory Efficiency for Language Model Fine-tuning NAACL 2025 WIND: Accelerated RNN-T Decoding with Windowed Inference for Non-blank Detection Interspeech 2025 Word Salad Chopper: Reasoning Models Waste A Ton Of Decoding Budget On Useless Repetitions, Self-Knowingly EMNLP 2025 XQuant: Achieving Ultra-Low Bit KV Cache Quantization with Cross-Layer Compression EMNLP 2025 zFLoRA: Zero-Latency Fused Low-Rank Adapters EMNLP 2025 ZipVL: Accelerating Vision-Language Models through Dynamic Token Sparsity ICCV 2025 Accelerating Multilingual Language Model for Excessively Tokenized Languages ACL 2024