Search Results for author: Tian Huang

Found 4 papers, 0 papers with code

RCT: Resource Constrained Training for Edge AI

no code implementations26 Mar 2021 Tian Huang, Tao Luo, Ming Yan, Joey Tianyi Zhou, Rick Goh

For example, quantisation-aware training (QAT) method involves two copies of model parameters, which is usually beyond the capacity of on-chip memory in edge devices.

QROSS: QUBO Relaxation Parameter Optimisation via Learning Solver Surrogates

no code implementations19 Mar 2021 Tian Huang, Siong Thye Goh, Sabrish Gopalakrishnan, Tao Luo, Qianxiao Li, Hoong Chuin Lau

In this way, we are able capture the common structure of the instances and their interactions with the solver, and produce good choices of penalty parameters with fewer number of calls to the QUBO solver.

Traveling Salesman Problem

Use or Misuse of NMR to Test Molecular Mobility during Chemical Reaction

no code implementations28 Jan 2021 Huan Wang, Tian Huang, Steve Granick

With raw NMR spectra available in a public depository, we confirm boosted mobility during the click chemical reaction (Science 2020, 369, 537) regardless of the order of magnetic field gradient (linearly-increasing, linearly-decreasing, random sequence).

Soft Condensed Matter

Adaptive Precision Training for Resource Constrained Devices

no code implementations23 Dec 2020 Tian Huang, Tao Luo, Joey Tianyi Zhou

We use model of the same precision for both forward and backward pass in order to reduce memory usage for training.

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