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Methodology
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Deep Learning
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Variational Inference
1946 directly classified papers
Papers per year
2005: 2
2006: 7
2007: 7
2008: 4
2009: 8
2010: 9
2011: 11
2012: 14
2013: 16
2014: 11
2015: 30
2016: 40
2017: 75
2018: 140
2019: 257
2020: 250
2021: 275
2022: 253
2023: 233
2024: 146
2025: 103
2026: 55
Papers
Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems
ICML 2022
Gaussian Mixture Variational Autoencoder with Contrastive Learning for Multi-Label Classification
ICML 2022
CARE: Causality Reasoning for Empathetic Responses by Conditional Graph Generation
EMNLP 2022
Structured Stochastic Gradient MCMC
ICML 2022
Parameter-free Automatically Prompting: A Latent Pseudo Label Mapping Model for Prompt-based Learning
EMNLP 2022
A Joint Learning Approach for Semi-supervised Neural Topic Modeling
ACL 2022
Disentangled Variational Topic Inference for Topic-Accurate Financial Report Generation
EMNLP 2022
Offer a Different Perspective: Modeling the Belief Alignment of Arguments in Multi-party Debates
EMNLP 2022
Modeling Constraints Can Identify Winning Arguments in Multi-Party Interactions (Student Abstract)
AAAI 2022
EditVAE: Unsupervised Parts-Aware Controllable 3D Point Cloud Shape Generation
AAAI 2022
FactorVAE: A Probabilistic Dynamic Factor Model Based on Variational Autoencoder for Predicting Cross-Sectional Stock Returns
AAAI 2022
Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes
AAAI 2022
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation
EMNLP 2022
VACA: Designing Variational Graph Autoencoders for Causal Queries
AAAI 2022
Conditionally Gaussian PAC-Bayes
AISTATS 2022
LDPP at the FinNLP-2022 ERAI Task: Determinantal Point Processes and Variational Auto-encoders for Identifying High-Quality Opinions from a pool of Social Media Posts
EMNLP 2022
Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue
EMNLP 2022
Is Discourse Role Important for Emotion Recognition in Conversation?
AAAI 2022
Path-Gradient Estimators for Continuous Normalizing Flows
ICML 2022
Effective Data Augmentation for Sentence Classification Using One VAE per Class
COLING 2022
BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text Classification
COLING 2022
Expectation programming: Adapting probabilistic programming systems to estimate expectations efficiently
UAI 2022
Incorporating Causal Analysis into Diversified and Logical Response Generation
COLING 2022
Interpretable Research Replication Prediction via Variational Contextual Consistency Sentence Masking
ACL 2022
Should We Trust This Summary? Bayesian Abstractive Summarization to The Rescue
ACL 2022
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