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Papers
SSMI: Semantic Similarity and Mutual Information Maximization Based Enhancement for Chinese NER
AAAI 2023
TeSLA: Test-Time Self-Learning With Automatic Adversarial Augmentation
CVPR 2023
The Role of Entropy and Reconstruction in Multi-View Self-Supervised Learning
ICML 2023
Time-Independent Information-Theoretic Generalization Bounds for SGLD
NeurIPS 2023
Toward Fairness in Text Generation via Mutual Information Minimization based on Importance Sampling
AISTATS 2023
Towards Self-Interpretable Graph-Level Anomaly Detection
NeurIPS 2023
Two Heads are Better Than One: A Simple Exploration Framework for Efficient Multi-Agent Reinforcement Learning
NeurIPS 2023
Understanding Contrastive Learning via Distributionally Robust Optimization
NeurIPS 2023
Understanding the Generalization Ability of Deep Learning Algorithms: A Kernelized Rényi's Entropy Perspective
IJCAI 2023
Uniqueness of BP fixed point for the Potts model and applications to community detection
COLT 2023
Variational Curriculum Reinforcement Learning for Unsupervised Discovery of Skills
ICML 2023
Vision Language Pre-training by Contrastive Learning with Cross-Modal Similarity Regulation
ACL 2023
VLIS: Unimodal Language Models Guide Multimodal Language Generation
EMNLP 2023
“World Knowledge” in Multiple Choice Reading Comprehension
EACL 2023
3D Infomax improves GNNs for Molecular Property Prediction
ICML 2022
A Differential Entropy Estimator for Training Neural Networks
ICML 2022
Adversarial Examples Can Be Effective Data Augmentation for Unsupervised Machine Learning
AAAI 2022
Adversarial-Free Speaker Identity-Invariant Representation Learning for Automatic Dysarthric Speech Classification
Interspeech 2022
A Hierarchical Interactive Network for Joint Span-based Aspect-Sentiment Analysis
COLING 2022
Alignment-guided Temporal Attention for Video Action Recognition
NeurIPS 2022
Align Representations With Base: A New Approach to Self-Supervised Learning
CVPR 2022
Alleviating Semantics Distortion in Unsupervised Low-Level Image-to-Image Translation via Structure Consistency Constraint
CVPR 2022
An Empirical Study on Disentanglement of Negative-free Contrastive Learning
NeurIPS 2022
An Information Minimization Based Contrastive Learning Model for Unsupervised Sentence Embeddings Learning
COLING 2022
An Information-theoretic Approach to Prompt Engineering Without Ground Truth Labels
ACL 2022