Milica Gasic
26 papers · 2010–2025 · 7 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (37) π Academic Marathon Β· Full π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver π£ Hot Topic Early Bird
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Deep Specialist
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(11)
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(3)
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Keyword Champion
(4)
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Keyword Pioneer
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Prolific Year Β· Productive
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Trend Setter
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The Questioner
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Keyword Collector
(83)
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Renaissance Researcher
(5)
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Century Club Β· Bronze
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Unstoppable Β· Bronze
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Research topics
Natural Language Processing
(12)
Generation
(10)
Artificial Intelligence
(9)
Machine Learning
(9)
Core AI
(8)
Deep Learning
(5)
Reinforcement Learning
(5)
Methods
(5)
Core Methods
(4)
Learning Types Β· Deep Learning
(4)
Learning Types Β· Machine Learning
(4)
Learning Paradigms
(3)
Applications
(2)
Optimization & Theory
(2)
Resources & Methods
(2)
Keywords
dialogue system
(8)
dialogue policy
(5)
task-oriented dialogue
(5)
reinforcement learning
(4)
belief tracking
(4)
neural network
(2)
multi-domain dialogue
(2)
dialogue state tracking
(2)
large language model
(2)
zero-shot learning
(2)
word embedding
(2)
transfer learning
(2)
in-context learning
(1)
sentiment analysis
(1)
multi-task learning
(1)
bayesian inference
(1)
ensemble learning
(1)
sample efficiency
(1)
spoken language understanding
(1)
domain adaptation
(1)
Papers
Learning from Noisy Labels via Self-Taught On-the-Fly Meta Loss Rescaling
AAAI 2025
Speech-based Slot Filling using Large Language Models
ACL 2024
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
Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems
EMNLP 2020
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
Topology of Word Embeddings: Singularities Reflect Polysemy
COLING 2020
Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy
EMNLP 2018
Feudal Reinforcement Learning for Dialogue Management in Large Domains
NAACL 2018
Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing
ACL 2018
MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling
EMNLP 2018
A Network-based End-to-End Trainable Task-oriented Dialogue System
EACL 2017
Domain-Independent User Satisfaction Reward Estimation for Dialogue Policy Learning
Interspeech 2017
PyDial: A Multi-domain Statistical Dialogue System Toolkit
ACL 2017
Conditional Generation and Snapshot Learning in Neural Dialogue Systems
EMNLP 2016
Counter-fitting Word Vectors to Linguistic Constraints
NAACL 2016
Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding
COLING 2016
Multi-domain Neural Network Language Generation for Spoken Dialogue Systems
NAACL 2016
On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems
ACL 2016
Multi-domain Dialog State Tracking using Recurrent Neural Networks
ACL 2015
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems
EMNLP 2015
Phrase-Based Statistical Language Generation Using Graphical Models and Active Learning
ACL 2010