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Representation Learning

4,516 papers

Papers per year

Papers

On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations AAAI 2022
Deep Unsupervised Hashing with Latent Semantic Components AAAI 2022
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process AAAI 2022
Transformer with Memory Replay AAAI 2022
Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching AAAI 2022
Being Friends Instead of Adversaries: Deep Networks Learn from Data Simplified by Other Networks AAAI 2022
Simple Unsupervised Graph Representation Learning AAAI 2022
Competing Mutual Information Constraints with Stochastic Competition-Based Activations for Learning Diversified Representations AAAI 2022
Saliency Grafting: Innocuous Attribution-Guided Mixup with Calibrated Label Mixing AAAI 2022
Neural Networks Classify through the Class-Wise Means of Their Representations AAAI 2022
Max-Margin Contrastive Learning AAAI 2022
Listwise Learning to Rank Based on Approximate Rank Indicators AAAI 2022
Continual Learning through Retrieval and Imagination AAAI 2022
Deep Incomplete Multi-View Clustering via Mining Cluster Complementarity AAAI 2022
Graph Pointer Neural Networks AAAI 2022
Exploiting Invariance in Training Deep Neural Networks AAAI 2022
AutoGCL: Automated Graph Contrastive Learning via Learnable View Generators AAAI 2022
SAIL: Self-Augmented Graph Contrastive Learning AAAI 2022
Unsupervised Learning of Compositional Scene Representations from Multiple Unspecified Viewpoints AAAI 2022
SimSR: Simple Distance-Based State Representations for Deep Reinforcement Learning AAAI 2022
MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning AAAI 2022
Invariant Action Effect Model for Reinforcement Learning AAAI 2022
Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss AAAI 2022
Deep Clustering of Text Representations for Supervision-Free Probing of Syntax AAAI 2022
Protecting Intellectual Property of Language Generation APIs with Lexical Watermark AAAI 2022