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Representation Learning

4516 directly classified papers

Papers per year

Papers

Learning Symbolic Rules over Abstract Meaning Representations for Textual Reinforcement Learning ACL 2023
Better Context Makes Better Code Language Models: A Case Study on Function Call Argument Completion AAAI 2023
Neural Discovery of Permutation Subgroups AISTATS 2023
Generalizing Downsampling from Regular Data to Graphs AAAI 2023
Massively Multilingual Lexical Specialization of Multilingual Transformers ACL 2023
ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation ACL 2023
Towards Robust Low-Resource Fine-Tuning with Multi-View Compressed Representations ACL 2023
Enhancing Personalized Dialogue Generation with Contrastive Latent Variables: Combining Sparse and Dense Persona ACL 2023
Fair Representation Learning with Unreliable Labels AISTATS 2023
Non-Sequential Graph Script Induction via Multimedia Grounding ACL 2023
Trafformer: Unify Time and Space in Traffic Prediction AAAI 2023
Learnable Spectral Wavelets on Dynamic Graphs to Capture Global Interactions AAAI 2023
POEM: Polarization of Embeddings for Domain-Invariant Representations AAAI 2023
Learning Non-linguistic Skills without Sacrificing Linguistic Proficiency ACL 2023
Dissecting Transformer Length Extrapolation via the Lens of Receptive Field Analysis ACL 2023
How does the task complexity of masked pretraining objectives affect downstream performance? ACL 2023
DOC: Improving Long Story Coherence With Detailed Outline Control ACL 2023
Consistency Regularization Training for Compositional Generalization ACL 2023
Dual-Alignment Pre-training for Cross-lingual Sentence Embedding ACL 2023
Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating AAAI 2023
Unsupervised representation learning with recognition-parametrised probabilistic models AISTATS 2023
Tree-Based Representation and Generation of Natural and Mathematical Language ACL 2023
A Noise-Tolerant Differentiable Learning Approach for Single Occurrence Regular Expression with Interleaving AAAI 2023
Using Sliced Mutual Information to Study Memorization and Generalization in Deep Neural Networks AISTATS 2023
Unsupervised Deep Embedded Fusion Representation of Single-Cell Transcriptomics AAAI 2023