Hongzi Mao

发表

Resource Management with Deep Reinforcement Learning

Srikanth Kandula, Ishai Menache, Hongzi Mao, 2016, HotNets.

Learning Caching Policies with Subsampling

Hongzi Mao, M. Alizadeh, Haonan Wang, 2019 .

Learning scheduling algorithms for data processing clusters

Hongzi Mao, Malte Schwarzkopf, Mohammad Alizadeh, 2018, SIGCOMM.

Placeto: Efficient Progressive Device Placement Optimization

Hongzi Mao, M. Alizadeh, Ravichandra Addanki, 2018 .

Capturing the human figure through a wall Citation

F. Durand, Hongzi Mao, Chen-Yu Hsu, 2015 .

Park: An Open Platform for Learning-Augmented Computer Systems

Tim Kraska, Song Han, Hongzi Mao, 2019, NeurIPS.

Neo: A Learned Query Optimizer

Tim Kraska, Olga Papaemmanouil, Hongzi Mao, 2019, Proc. VLDB Endow..

Towards Safe Online Reinforcement Learning in Computer Systems

Hongzi Mao, Malte Schwarzkopf, Mohammad Alizadeh, 2019 .

High-Dimensional Contextual Policy Search with Unknown Context Rewards using Bayesian Optimization

Hongzi Mao, Eytan Bakshy, Benjamin Letham, 2020, NeurIPS.

Smart Homes that Monitor Breathing and Heart Rate

Rob Miller, Hongzi Mao, Fadel Adib, 2015, CHI.

Neural Rate Control for Video Encoding using Imitation Learning pdf

Nevena Lazic, Cheng Chen, Hongzi Mao, 2020, ArXiv.

Fluctuation-response relation unifies dynamical behaviors in neural fields.

Si Wu, Hongzi Mao, K Y Michael Wong, 2014, Physical review. E, Statistical, nonlinear, and soft matter physics.

Bao: Making Learned Query Optimization Practical

Tim Kraska, Hongzi Mao, Ryan Marcus, 2021, SIGMOD Conference.

Flow-Loss: Learning Cardinality Estimates That Matter pdf

Tim Kraska, Andreas Kipf, Hongzi Mao, 2021, Proc. VLDB Endow..

Learned garbage collection

Justin Emile Gottschlich, Tim Kraska, Hongzi Mao, 2020, MAPL@PLDI.

SageDB: A Learned Database System

Tim Kraska, Samuel Madden, Hongzi Mao, 2019, CIDR.

Explaining Deep Learning-Based Networked Systems

Hongzi Mao, Hongxin Hu, Zili Meng, 2019, ArXiv.

Interpreting Deep Learning-Based Networking Systems

Hongzi Mao, Hongxin Hu, Zili Meng, 2019, SIGCOMM.

Neural Adaptive Video Streaming with Pensieve

Hongzi Mao, Ravi Netravali, Mohammad Alizadeh, 2017, SIGCOMM.

Variance Reduction for Reinforcement Learning in Input-Driven Environments pdf

Hongzi Mao, Malte Schwarzkopf, Mohammad Alizadeh, 2018, ICLR.

NUMFabric: Fast and Flexible Bandwidth Allocation in Datacenters

Sandeep Chinchali, Sachin Katti, Hongzi Mao, 2016, SIGCOMM.

Capturing the human figure through a wall

Frédo Durand, Hongzi Mao, Fadel Adib, 2015, ACM Trans. Graph..

Real-world Video Adaptation with Reinforcement Learning pdf

Yuandong Tian, Hongzi Mao, Shaun Singh, 2019, ArXiv.

Bao: Making Learned Query Optimization Practical

Tim Kraska, Parimarjan Negi, Hongzi Mao, 2020, SIGMOD Conference.

Cost-Guided Cardinality Estimation: Focus Where it Matters

Tim Kraska, Hongzi Mao, Nesime Tatbul, 2020, 2020 IEEE 36th International Conference on Data Engineering Workshops (ICDEW).

Bao: Making LearnedQuery Optimization Practical

Tim Kraska, Parimarjan Negi, Hongzi Mao, 2021 .

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning

Hongzi Mao, Mohammad Alizadeh, Shaileshh Bojja Venkatakrishnan, 2019, NeurIPS.

episode Action a 3 : Device 2 Action a 1 : Device 2 Action a 2 : Device 1 Placement improvement MDP steps Final placement Action a 4 : Device 2

Hongzi Mao, M. Alizadeh, Ravichandra Addanki, 2019 .

Demo: real-time breath monitoring using wireless signals

Rob Miller, Hongzi Mao, Fadel Adib, 2014, MobiCom.

MIT Open Access Articles Capturing the human figure through a wall

F. Durand, Hongzi Mao, Chen-Yu Hsu, 2022 .