44 citations · 280 across the 48 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
cs.CL2018★ 6 cited
Multi-task Learning over Graph Structures
Pengfei Liu, Jie Fu, Yue Dong +2
We present two architectures for multi-task learning with neural sequence models. Our approach allows the relationships between different tasks to be learned dynamically, rather th…
math.OC2018
Approximate Dynamic Programming with Probabilistic Temporal Logic Constraints
Lening Li, Jie Fu
In this paper, we develop approximate dynamic programming methods for stochastic systems modeled as Markov Decision Processes, given both soft performance criteria and hard constra…
cs.CL2018★ 22 cited
BFGAN: Backward and Forward Generative Adversarial Networks for Lexically Constrained Sentence Generation
Dayiheng Liu, Jie Fu, Qian Qu +1
Incorporating prior knowledge like lexical constraints into the model's output to generate meaningful and coherent sentences has many applications in dialogue system, machine trans…