29 citations · 175 across the 25 of their papers we have counts for
Showing 2021Show all
3 papers · 1 filter
cs.CL2021★ 2 cited
Unsupervised Out-of-Domain Detection via Pre-trained Transformers
Keyang Xu, Tongzheng Ren, Shikun Zhang +2
Deployed real-world machine learning applications are often subject to uncontrolled and even potentially malicious inputs. Those out-of-domain inputs can lead to unpredictable outp…
cs.CL2021★ 3 cited
Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System
Congying Xia, Wenpeng Yin, Yihao Feng +1
Text classification is usually studied by labeling natural language texts with relevant categories from a predefined set. In the real world, new classes might keep challenging the…
cs.LG2021★ 1 cited
Non-asymptotic Confidence Intervals of Off-policy Evaluation: Primal and Dual Bounds
Yihao Feng, Ziyang Tang, Na Zhang +1
Off-policy evaluation (OPE) is the task of estimating the expected reward of a given policy based on offline data previously collected under different policies. Therefore, OPE is a…