Michael Heck
10 papers · 2016–2025 · 5 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (28) π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Silver
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Century Club Β· Bronze
Top co-authors
Research topics
Machine Learning
(7)
Artificial Intelligence
(6)
Core AI
(5)
Natural Language Processing
(4)
Core Methods
(3)
Generation
(3)
Learning Paradigms
(3)
Learning Types
(3)
Reinforcement Learning
(2)
Methods
(2)
Optimization & Theory
(2)
Deep Learning
(1)
Speech & Audio
(1)
Application Areas
(1)
Bayesian & Probabilistic
(1)
Keywords
dialogue policy
(4)
reinforcement learning
(3)
task-oriented dialogue
(2)
zero-shot learning
(2)
belief tracking
(2)
transfer learning
(2)
dialogue system
(2)
acoustic model
(2)
dirichlet process
(1)
in-context learning
(1)
multi-task learning
(1)
continual learning
(1)
system combination
(1)
dialogue state tracking
(1)
knowledge distillation
(1)
bayesian inference
(1)
linear discriminant analysis
(1)
state estimation
(1)
label noise
(1)
ensemble learning
(1)
Papers
Learning from Noisy Labels via Self-Taught On-the-Fly Meta Loss Rescaling
AAAI 2025
ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity?
ACL 2023
ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format
EMNLP 2023
Dynamic Dialogue Policy for Continual Reinforcement Learning
COLING 2022
Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance
EMNLP 2021
Knowing What You Know: Calibrating Dialogue Belief State Distributions via Ensembles
EMNLP 2020
LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization
COLING 2020
Out-of-Task Training for Dialog State Tracking Models
COLING 2020
Ensembles of Multi-Scale VGG Acoustic Models
Interspeech 2017
Supervised Learning of Acoustic Models in a Zero Resource Setting to Improve DPGMM Clustering
Interspeech 2016