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Trust Issues: Uncertainty Estimation Does Not Enable Reliable OOD Detection On Medical Tabular Data
DennisUlmer, LottaMeijerink, GiovanniCinà....
Published date-11/06/2020
When deploying machine learning models in high-stakes real-world environments such as health care, it is crucial to accurately assess the uncertainty concerning a model's prediction on abnormal inputs. However, there …
GANterpretations
PabloSamuelCastro....
Published date-11/06/2020
Since the introduction of Generative Adversarial Networks (GANs) [Goodfellow et al., 2014] there has been a regular stream of both technical advances (e.g., Arjovsky et al. [2017]) and creative uses …
From Dataset Recycling to Multi-Property Extraction and Beyond
TomaszDwojak, MichałPietruszka, ŁukaszBorchmann....
Published date-11/06/2020
MachineReadingComprehension, ReadingComprehension
This paper investigates various Transformer architectures on the WikiReading Information Extraction and Machine Reading Comprehension dataset. The proposed dual-source model outperforms the current state-of-the-art by a large margin. Next, we …
User-Dependent Neural Sequence Models for Continuous-Time Event Data
AlexBoyd, RobertBamler, StephanMandt....
Published date-11/06/2020
VariationalInference
Continuous-time event data are common in applications such as individual behavior data, financial transactions, and medical health records. Modeling such data can be very challenging, in particular for applications with …
Leveraging an Efficient and Semantic Location Embedding to Seek New Ports of Bike Share Services
YuAnWang, ChenweiWang, YinanLing....
Published date-11/06/2020
For short distance traveling in crowded urban areas, bike share services are becoming popular owing to the flexibility and convenience. To expand the service coverage, one of the key tasks …
Affinity LCFCN: Learning to Segment Fish with Weak Supervision
IssamLaradji, AlzayatSaleh, PauRodriguez....
Published date-11/06/2020
Aquaculture industries rely on the availability of accurate fish body measurements, e.g., length, width and mass. Manual methods that rely on physical tools like rulers are time and labour intensive. …