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Papers
Anomaly Detection for Tabular Data with Internal Contrastive Learning
ICLR 2022
A Probabilistic Code Balance Constraint with Compactness and Informativeness Enhancement for Deep Supervised Hashing
IJCAI 2022
A time-resolved theory of information encoding in recurrent neural networks
NeurIPS 2022
Batch Multi-Fidelity Active Learning with Budget Constraints
NeurIPS 2022
Beyond Images: Label Noise Transition Matrix Estimation for Tasks with Lower-Quality Features
ICML 2022
Chained generalisation bounds
COLT 2022
Cheat Codes to Quantify Missing Source Information in Neural Machine Translation
NAACL 2022
Combating the instability of mutual information-based losses via regularization
UAI 2022
Competing Mutual Information Constraints with Stochastic Competition-Based Activations for Learning Diversified Representations
AAAI 2022
Contrastive Fine-grained Class Clustering via Generative Adversarial Networks
ICLR 2022
Contrastive Neural Ratio Estimation
NeurIPS 2022
DARE: Disentanglement-Augmented Rationale Extraction
NeurIPS 2022
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective
COLING 2022
Decoupling Local and Global Representations of Time Series
AISTATS 2022
Deep Multi-Fidelity Active Learning of High-Dimensional Outputs
AISTATS 2022
Deep Representation Debiasing via Mutual Information Minimization and Maximization (Student Abstract)
AAAI 2022
Delivering Fairness in Human Resources AI: Mutual Information to the Rescue
AACL 2022
Direct then Diffuse: Incremental Unsupervised Skill Discovery for State Covering and Goal Reaching
ICLR 2022
DisenCite: Graph-Based Disentangled Representation Learning for Context-Specific Citation Generation
AAAI 2022
Disentangled Spatiotemporal Graph Generative Models
AAAI 2022
Domain Adaptation via Maximizing Surrogate Mutual Information
IJCAI 2022
DOMINO: Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning
NeurIPS 2022
Dual-discriminative Graph Neural Network for Imbalanced Graph-level Anomaly Detection
NeurIPS 2022
Efficient Knowledge Distillation from Model Checkpoints
NeurIPS 2022
Empirical Bayesian Approaches for Robust Constraint-based Causal Discovery under Insufficient Data
IJCAI 2022