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20222026
most citedAlgorithm and Hardware Co-Design of Energy-Efficient LSTM Networks for Video Recognition with Hierarchical Tucker Tensor Decomposition

1 citations · 1 across the 7 of their papers we have counts for

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cs.LG2025

EcoSpa: Efficient Transformer Training with Coupled Sparsity

Jinqi Xiao, Cheng Luo, Lingyi Huang +8

Transformers have become the backbone of modern AI, yet their high computational demands pose critical system challenges. While sparse training offers efficiency gains, existing me…

cs.CV2025

TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model

Cheng Yang, Yang Sui, Jinqi Xiao +8

Vision-Language Models (VLMs) demand substantial computational resources during inference, largely due to the extensive visual input tokens for representing visual information. Pre…