activity
20122022
most citedLearning Combinatorial Optimization Algorithms over Graphs

1.1k citations · 5.5k across the 100 of their papers we have counts for

collaborators
Showing 2017Show all

18 papers · 1 filter

cs.LG2017★ 6 cited

Boosting the Actor with Dual Critic

Bo Dai, Albert Shaw, Niao He +2

This paper proposes a new actor-critic-style algorithm called Dual Actor-Critic or Dual-AC. It is derived in a principled way from the Lagrangian dual form of the Bellman optimalit…

cs.LG2017★ 137 cited

SBEED: Convergent Reinforcement Learning with Nonlinear Function Approximation

Bo Dai, Albert Shaw, Lihong Li +5

When function approximation is used, solving the Bellman optimality equation with stability guarantees has remained a major open problem in reinforcement learning for decades. The…

cs.LG2017★ 56 cited

Deep Hyperspherical Learning

Weiyang Liu, Yan-Ming Zhang, Xingguo Li +4

Convolution as inner product has been the founding basis of convolutional neural networks (CNNs) and the key to end-to-end visual representation learning. Benefiting from deeper ar…

stat.ML2017★ 15 cited

Towards Black-box Iterative Machine Teaching

Weiyang Liu, Bo Dai, Xingguo Li +3

In this paper, we make an important step towards the black-box machine teaching by considering the cross-space machine teaching, where the teacher and the learner use different fea…

cs.LG2017★ 179 cited

Variational Reasoning for Question Answering with Knowledge Graph

Yuyu Zhang, Hanjun Dai, Zornitsa Kozareva +2

Knowledge graph (KG) is known to be helpful for the task of question answering (QA), since it provides well-structured relational information between entities, and allows one to fu…

cs.CR2017★ 526 cited

Neural Network-based Graph Embedding for Cross-Platform Binary Code Similarity Detection

Xiaojun Xu, Chang Liu, Qian Feng +3

The problem of cross-platform binary code similarity detection aims at detecting whether two binary functions coming from different platforms are similar or not. It has many securi…