Search Results for author: Junxian Li

Found 4 papers, 3 papers with code

Teaching MLP More Graph Information: A Three-stage Multitask Knowledge Distillation Framework

no code implementations2 Mar 2024 Junxian Li, Bin Shi, Erfei Cui, Hua Wei, Qinghua Zheng

To the best of our knowledge, it is the first work to include hidden layer distillation for student MLP on graphs and to combine graph Positional Encoding with MLP.

Knowledge Distillation

Uncertainty-aware Traffic Prediction under Missing Data

1 code implementation13 Sep 2023 Hao Mei, Junxian Li, Zhiming Liang, Guanjie Zheng, Bin Shi, Hua Wei

However, most studies assume the prediction locations have complete or at least partial historical records and cannot be extended to non-historical recorded locations.

Decision Making Traffic Prediction +1

Large Language Models for Automated Open-domain Scientific Hypotheses Discovery

1 code implementation6 Sep 2023 Zonglin Yang, Xinya Du, Junxian Li, Jie Zheng, Soujanya Poria, Erik Cambria

Hypothetical induction is recognized as the main reasoning type when scientists make observations about the world and try to propose hypotheses to explain those observations.

valid

Reinforcement Learning Approaches for Traffic Signal Control under Missing Data

1 code implementation21 Apr 2023 Hao Mei, Junxian Li, Bin Shi, Hua Wei

In this work, we aim to control the traffic signals in a real-world setting, where some of the intersections in the road network are not installed with sensors and thus with no direct observations around them.

reinforcement-learning Reinforcement Learning (RL)

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