Patrick Ernst
5 papers · 2016–2024 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(17)
🏆
Keyword Champion
Top co-authors
Research topics
Machine Learning
(4)
Artificial Intelligence
(3)
Deep Learning
(3)
Core AI
(3)
Learning Types · Machine Learning
(3)
Natural Language Processing
(2)
Generation
(2)
Learning Types · Deep Learning
(2)
Optimization & Theory · Machine Learning
(2)
Reinforcement Learning
(1)
Application Areas
(1)
Bayesian & Probabilistic
(1)
Core Methods
(1)
Methods
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
task-oriented dialogue
(2)
model calibration
(1)
preference learning
(1)
neural architecture
(1)
class imbalance
(1)
amortized inference
(1)
latent variable
(1)
latent action
(1)
cross-entropy loss
(1)
focal loss
(1)
amortized variational inference
(1)
distant supervision
(1)
dialogue system
(1)
iterative training
(1)
dialogue policy
(1)
task-oriented dialogue system
(1)
task-oriented dialog
(1)
precision-recall trade-off
(1)
response ranking
(1)
self-supervised training
(1)
Papers
Learning from Relevant Subgoals in Successful Dialogs using Iterative Training for Task-oriented Dialog Systems
EMNLP 2024
Taming Continuous Posteriors for Latent Variational Dialogue Policies
AAAI 2023
Calibrating Imbalanced Classifiers with Focal Loss: An Empirical Study
EMNLP 2022
Deploying a Retrieval based Response Model for Task Oriented Dialogues
EMNLP 2022
DeepLife: An Entity-aware Search, Analytics and Exploration Platform for Health and Life Sciences
ACL 2016