activity
20202023
most citedOpenOOD: Benchmarking Generalized Out-of-Distribution Detection

87 citations · 253 across the 14 of their papers we have counts for

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Showing 2020Show all

5 papers · 1 filter

cs.LG2020

Small-Group Learning, with Application to Neural Architecture Search

Xuefeng Du, Pengtao Xie

In human learning, an effective learning methodology is small-group learning: a small group of students work together towards the same learning objective, where they express their…

cs.LG2020

Skillearn: Machine Learning Inspired by Humans' Learning Skills

Pengtao Xie, Xuefeng Du, Hao Ban

Humans, as the most powerful learners on the planet, have accumulated a lot of learning skills, such as learning through tests, interleaving learning, self-explanation, active reca…

cs.LG2020

Learning by Passing Tests, with Application to Neural Architecture Search

Xuefeng Du, Haochen Zhang, Pengtao Xie

Learning through tests is a broadly used methodology in human learning and shows great effectiveness in improving learning outcome: a sequence of tests are made with increasing lev…

cs.LG2020★ 23 cited

Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network Embedding

Lin Lan, Pinghui Wang, Xuefeng Du +3

We study the problem of node classification on graphs with few-shot novel labels, which has two distinctive properties: (1) There are novel labels to emerge in the graph; (2) The n…

cs.CV2020★ 8 cited

Towards Efficient Unconstrained Palmprint Recognition via Deep Distillation Hashing

Huikai Shao, Dexing Zhong, Xuefeng Du

Deep palmprint recognition has become an emerging issue with great potential for personal authentication on handheld and wearable consumer devices. Previous studies of palmprint re…