output
20092023
most citedBinary Neural Networks: A Survey

553 citations

Showing 2018Show all

11 papers · 1 filter

cs.LG2018★ 8 cited

Graph Convolutional Neural Networks via Motif-based Attention

Hao Peng, Jianxin Li, Qiran Gong +3

Many real-world problems can be represented as graph-based learning problems. In this paper, we propose a novel framework for learning spatial and attentional convolution neural ne…

math.OC2018

A fast algorithm for globally solving Tikhonov regularized total least squares problem

Yong Xia, Longfei Wang, Meijia Yang

The total least squares problem with the general Tikhonov regularization can be reformulated as a one-dimensional parametric minimization problem (PM), where each parameterized fun…

cs.AI2018★ 8 cited

Modeling relation paths for knowledge base completion via joint adversarial training

Chen Li, Xutan Peng, Shanghang Zhang +5

Knowledge Base Completion (KBC), which aims at determining the missing relations between entity pairs, has received increasing attention in recent years. Most existing KBC methods…

cs.CL2018★ 4 cited

Neural Melody Composition from Lyrics

Hangbo Bao, Shaohan Huang, Furu Wei +5

In this paper, we study a novel task that learns to compose music from natural language. Given the lyrics as input, we propose a melody composition model that generates lyrics-cond…

cs.DB2018★ 6 cited

Reducing Uncertainty of Schema Matching via Crowdsourcing with Accuracy Rates

Chen Jason Zhang, Lei Chen, H. V. Jagadish +2

Schema matching is a central challenge for data integration systems. Inspired by the popularity and the success of crowdsourcing platforms, we explore the use of crowdsourcing to r…

cs.CL2018★ 8 cited

Keyphrase Generation with Correlation Constraints

Jun Chen, Xiaoming Zhang, Yu Wu +2

In this paper, we study automatic keyphrase generation. Although conventional approaches to this task show promising results, they neglect correlation among keyphrases, resulting i…