activity
20162023
most citedEmbracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation

329 citations · 413 across the 17 of their papers we have counts for

collaborators

18 papers

quant-ph2023

A hybrid algorithm for quadratically constrained quadratic optimization problems

Hongyi Zhou, Sirui Peng, Qian Li +1

Quadratically Constrained Quadratic Programs (QCQPs) are an important class of optimization problems with diverse real-world applications. In this work, we propose a variational qu…

cs.LG2023★ 1 cited

Hard Adversarial Example Mining for Improving Robust Fairness

Chenhao Lin, Xiang Ji, Yulong Yang +4

Adversarial training (AT) is widely considered the state-of-the-art technique for improving the robustness of deep neural networks (DNNs) against adversarial examples (AE). Neverth…

eess.SY2023

Cooperative IoT Data Sharing with Heterogeneity of Participants Based on Electricity Retail

Bohong Wang, Qinglai Guo, Tian Xia +3

With the development of Internet of Things (IoT) and big data technology, the data value is increasingly explored in multiple practical scenarios, including electricity transaction…

quant-ph2023★ 2 cited

Optimal Synthesis of Multi-Controlled Qudit Gates

Wei Zi, Qian Li, Xiaoming Sun

We propose a linear-size synthesis of the multi-controlled Toffoli gate on qudits with at most one borrowed ancilla. This one ancilla can even be saved when the qudit dimension is…

cs.CL2023

Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning?

Chengwei Qin, Qian Li, Ruochen Zhao +1

Prompt tuning (PT) which only tunes the embeddings of an additional sequence of tokens per task, keeping the pre-trained language model (PLM) frozen, has shown remarkable performan…

quant-ph2023★ 1 cited

Improved Real-time Post-Processing for Quantum Random Number Generators

Qian Li, Xiaoming Sun, Xingjian Zhang +1

Randomness extraction is a key problem in cryptography and theoretical computer science. With the recent rapid development of quantum cryptography, quantum-proof randomness extract…