Search Results for author: Minghao Yin

Found 14 papers, 3 papers with code

PBCounter: Weighted Model Counting on Pseudo-Boolean Formulas

no code implementations26 Dec 2023 Yong Lai, Zhenghang Xu, Minghao Yin

The experiments on three domains of benchmarks show that PBCounter is superior to the model counters on CNF formulas.

Spatial-Temporal Interplay in Human Mobility: A Hierarchical Reinforcement Learning Approach with Hypergraph Representation

no code implementations25 Dec 2023 Zhaofan Zhang, Yanan Xiao, Lu Jiang, Dingqi Yang, Minghao Yin, Pengyang Wang

In the realm of human mobility, the decision-making process for selecting the next-visit location is intricately influenced by a trade-off between spatial and temporal constraints, which are reflective of individual needs and preferences.

Decision Making Hierarchical Reinforcement Learning +1

A Counterfactual Collaborative Session-based Recommender System

1 code implementation31 Jan 2023 Wenzhuo Song, Shoujin Wang, Yan Wang, Kunpeng Liu, Xueyan Liu, Minghao Yin

Next, COCO-SBRS adopts counterfactual inference to recommend items based on the outputs of the pre-trained recommendation model considering the causalities to alleviate the data sparsity problem.

counterfactual Counterfactual Inference +1

Multi-View MOOC Quality Evaluation via Information-Aware Graph Representation Learning

no code implementations1 Jan 2023 Lu Jiang, Yibin Wang, Jianan Wang, Pengyang Wang, Minghao Yin

To tackle the challenges, we formulate the problem as a course representation learning task-based and develop an Information-aware Graph Representation Learning(IaGRL) for multi-view MOOC quality evaluation.

Graph Representation Learning

Streaming Traffic Flow Prediction Based on Continuous Reinforcement Learning

no code implementations24 Dec 2022 Yanan Xiao, Minyu Liu, Zichen Zhang, Lu Jiang, Minghao Yin, Jianan Wang

We propose to formulate the problem as a continuous reinforcement learning task, where the agent is the next flow value predictor, the action is the next time-series flow value in the sensor, and the environment state is a dynamically fused representation of the sensor and transportation network.

reinforcement-learning Reinforcement Learning (RL) +2

Finding and Exploring Promising Search Space for the 0-1 Multidimensional Knapsack Problem

no code implementations8 Oct 2022 Jitao Xu, Hongbo Li, Minghao Yin

It maintains a set of solutions and utilizes the information from the population to extract good partial assignments.

Combinatorial Optimization

A Survey of Knowledge Tracing: Models, Variants, and Applications

1 code implementation6 May 2021 Shuanghong Shen, Qi Liu, Zhenya Huang, Yonghe Zheng, Minghao Yin, Minjuan Wang, Enhong Chen

We hope that the current survey will assist both researchers and practitioners in fostering the development of KT, thereby benefiting a broader range of students.

Knowledge Tracing

Simplifying Reinforced Feature Selection via Restructured Choice Strategy of Single Agent

no code implementations19 Sep 2020 Xiaosa Zhao, Kunpeng Liu, Wei Fan, Lu Jiang, Xiaowei Zhao, Minghao Yin, Yanjie Fu

To address the question, we develop a single-agent reinforced feature selection approach integrated with restructured choice strategy.

feature selection

Disentangled Non-Local Neural Networks

5 code implementations ECCV 2020 Minghao Yin, Zhuliang Yao, Yue Cao, Xiu Li, Zheng Zhang, Stephen Lin, Han Hu

This paper first studies the non-local block in depth, where we find that its attention computation can be split into two terms, a whitened pairwise term accounting for the relationship between two pixels and a unary term representing the saliency of every pixel.

Ranked #20 on Semantic Segmentation on Cityscapes test (using extra training data)

Action Recognition object-detection +2

On the Mathematical Understanding of ResNet with Feynman Path Integral

no code implementations16 Apr 2019 Minghao Yin, Xiu Li, Yongbing Zhang, Shiqi Wang

In this paper, we aim to understand Residual Network (ResNet) in a scientifically sound way by providing a bridge between ResNet and Feynman path integral.

Diversified Top-k Partial MaxSAT Solving

no code implementations31 May 2017 Junping Zhou, Huanyao Sun, Feifei Ma, Jian Gao, Ke Xu, Minghao Yin

We introduce a diversified top-k partial MaxSAT problem, a combination of partial MaxSAT problem and enumeration problem.

Community Detection

Local Search for Minimum Weight Dominating Set with Two-Level Configuration Checking and Frequency Based Scoring Function

no code implementations15 Feb 2017 Yiyuan Wang, Shaowei Cai, Minghao Yin

This paper proposes a new local search algorithm for the MWDS problem, which is based on two new ideas.

Augmenting Ordered Binary Decision Diagrams with Conjunctive Decomposition

no code implementations24 Oct 2014 Yong Lai, Dayou Liu, Minghao Yin

This paper augments OBDD with conjunctive decomposition to propose a generalization called OBDD[$\wedge$].

Approximate Counting CSP Solutions Using Partition Function

no code implementations11 Sep 2013 Junping Zhou, Weihua Su, Minghao Yin

This allows us to directly plug the marginal probabilities into the partition function and efficiently count the number of solutions for CSP.

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