6.1k citations · 6.1k across the 7 of their papers we have counts for
8 papers
Generalizable Mixed-Precision Quantization via Attribution Rank Preservation
Ziwei Wang, Han Xiao, Jiwen Lu +1
In this paper, we propose a generalizable mixed-precision quantization (GMPQ) method for efficient inference. Conventional methods require the consistency of datasets for bitwidth…
Asynchronous "Events" are Better For Motion Estimation
Yuhu Guo, Han Xiao, Yidong Chen +1
Event-based camera is a bio-inspired vision sensor that records intensity changes (called event) asynchronously in each pixel. As an instance of event-based camera, Dynamic and Act…
Robust Cascade Reconstruction by Steiner Tree Sampling
Han Xiao, Cigdem Aslay, Aristides Gionis
We consider a network where an infection cascade has taken place and a subset of infected nodes has been partially observed. Our goal is to reconstruct the underlying cascade that…
Convexification of Neural Graph
Han Xiao
Traditionally, most complex intelligence architectures are extremely non-convex, which could not be well performed by convex optimization. However, this paper decomposes complex st…
Intelligence Graph
Han Xiao
In fact, there exist three genres of intelligence architectures: logics (e.g. \textit{Random Forest, A Searching}), neurons (e.g. \textit{CNN, LSTM}) and probabilities (e.g. \t…
NDT: Neual Decision Tree Towards Fully Functioned Neural Graph
Han Xiao
Though traditional algorithms could be embedded into neural architectures with the proposed principle of \cite{xiao2017hungarian}, the variables that only occur in the condition of…