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Siyan Chen

2 accepted papers

2026

UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning

ICLR 2026poster

While Mixture of Experts (MoE) models achieve remarkable efficiency by activating only subsets of parameters, they suffer from high memory access costs during inference. Memory-layer architectures offer an appealing alternative with very few memory access, but previous attempts like UltraMem have on…

Cited by 0SourcecodeScholar
2025

FlashGS: Efficient 3D Gaussian Splatting for Large-scale and High-resolution Rendering

CVPR 2025poster

Recent advances in 3D Gaussian Splatting (3DGS) have demonstrated significant potential over traditional rendering techniques, attracting widespread attention from both industry and academia. However, real-time rendering with 3DGS remains a challenging problem, particularly in large-scale, high-reso…