no code implementations • 19 May 2022 • Minzhao Liu, Junyu Liu, Yuri Alexeev, Liang Jiang
We develop numerical protocols for estimating the frame potential, the 2-norm distance between a given ensemble and the exact Haar randomness, using the \texttt{QTensor} platform.
no code implementations • 30 Mar 2022 • Junyu Liu, Khadijeh Najafi, Kunal Sharma, Francesco Tacchino, Liang Jiang, Antonio Mezzacapo
We define wide quantum neural networks as parameterized quantum circuits in the limit of a large number of qubits and variational parameters.
no code implementations • 8 Mar 2022 • Ruijie Yan, Shuang Peng, Haitao Mi, Liang Jiang, Shihui Yang, Yuchi Zhang, Jiajun Li, Liangrui Peng, Yongliang Wang, Zujie Wen
Building robust and general dialogue models for spoken conversations is challenging due to the gap in distributions of spoken and written data.
no code implementations • 31 Jan 2022 • Liang Jiang, Oliver B. Linton, Haihan Tang, Yichong Zhang
We study regression adjustments with additional covariates in randomized experiments under covariate-adaptive randomizations (CARs) when subject compliance is imperfect.
no code implementations • 8 Nov 2021 • Junyu Liu, Francesco Tacchino, Jennifer R. Glick, Liang Jiang, Antonio Mezzacapo
We analytically solve the dynamics in the frozen limit, or lazy training regime, where variational angles change slowly and a linear perturbation is good enough.
no code implementations • 31 May 2021 • Liang Jiang, Peter C. B. Phillips, Yubo Tao, Yichong Zhang
We establish the consistency and limit distribution of the regression-adjusted QTE estimator and prove that the use of multiplier bootstrap inference is non-conservative under CARs.
no code implementations • 19 Feb 2021 • Changhun Oh, Youngrong Lim, Bill Fefferman, Liang Jiang
Sampling from probability distributions of quantum circuits is a fundamentally and practically important task which can be used to demonstrate quantum supremacy using noisy intermediate-scale quantum devices.
Quantum Physics
no code implementations • 9 Oct 2020 • Jacob C. Curtis, Connor T. Hann, Salvatore S. Elder, Christopher S. Wang, Luigi Frunzio, Liang Jiang, Robert J. Schoelkopf
This detector functions by measuring a series of generalized parity operators which make up the bits in the binary decomposition of the photon number.
Quantum Physics
no code implementations • 25 May 2020 • Liang Jiang, Xiaobin Liu, Peter C. B. Phillips, Yichong Zhang
This paper examines methods of inference concerning quantile treatment effects (QTEs) in randomized experiments with matched-pairs designs (MPDs).
no code implementations • 2 Mar 2020 • Liang Jiang, Zujie Wen, Zhongping Liang, Yafang Wang, Gerard de Melo, Zhe Li, Liangzhuang Ma, Jiaxing Zhang, Xiaolong Li, Yuan Qi
The long-term teacher draws on snapshots from several epochs ago in order to provide steadfast guidance and to guarantee teacher--student differences, while the short-term one yields more up-to-date cues with the goal of enabling higher-quality updates.
no code implementations • 21 Dec 2018 • Chuan Qin, HengShu Zhu, Tong Xu, Chen Zhu, Liang Jiang, Enhong Chen, Hui Xiong
The wide spread use of online recruitment services has led to information explosion in the job market.
no code implementations • 8 Mar 2018 • Linli Xu, Liang Jiang, Chuan Qin, Zhe Wang, Dongfang Du
Generating poetry from images is much more challenging than generating poetry from text, since images contain very rich visual information which cannot be described completely using several keywords, and a good poem should convey the image accurately.