4 papers
DASH-KV: Accelerating Long-Context LLM Inference via Asymmetric KV Cache Hashing
Jinyu Guo, Zhihan Zhang, Jiehui Xie +7
The quadratic computational complexity of the standard attention mechanism constitutes a fundamental bottleneck for large language models in long-context inference. While existing…
Monocular Depth Estimation via Neural Network with Learnable Algebraic Group and Ring Structures
Qianlei Wang, Kexun Chen, Shaolin Zhang +3
Monocular depth estimation (MDE) has witnessed remarkable progress driven by Convolutional Neural Networks and transformer-based architectures. However, these approaches typically…
Unconstrained Multi-view Human Pose Estimation with Algebraic Priors
Xiaolin Qin, Qianlei Wang, Jiacen Liu +3
Recovering 3D human pose from multi-view imagery typically relies on precise camera calibration, which is often unavailable in real-world scenarios, thereby severely limiting the a…
Compression in 3D Gaussian Splatting: A Survey of Methods, Trends, and Future Directions
Muhammad Salman Ali, Chaoning Zhang, Marco Cagnazzo +3
3D Gaussian Splatting (3DGS) has recently emerged as a pioneering approach in explicit scene rendering and computer graphics. Unlike traditional neural radiance field (NeRF) method…