124 citations · 144 across the 19 of their papers we have counts for
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cs.LG2021
On the Role of Entropy-based Loss for Learning Causal Structures with Continuous Optimization
Weilin Chen, Jie Qiao, Ruichu Cai +1
Causal discovery from observational data is an important but challenging task in many scientific fields. Recently, a method with non-combinatorial directed acyclic constraint, call…
cs.LG2021★ 3 cited
THP: Topological Hawkes Processes for Learning Causal Structure on Event Sequences
Ruichu Cai, Siyu Wu, Jie Qiao +3
Learning causal structure among event types on multi-type event sequences is an important but challenging task. Existing methods, such as the Multivariate Hawkes processes, mostly…