Representation Learning

What Matters in Graph Class Incremental Learning? An Information Preservation Perspective NeurIPS 2024 What Rotary Position Embedding Can Tell Us: Identifying Query and Key Weights Corresponding to Basic Syntactic or High-level Semantic Information NeurIPS 2024 What's in a Prior? Learned Proximal Networks for Inverse Problems ICLR 2024 What’s under the hood: Investigating Automatic Metrics on Meeting Summarization EMNLP 2024 What Variables Affect Out-of-Distribution Generalization in Pretrained Models? NeurIPS 2024 What Would Gauss Say About Representations? Probing Pretrained Image Models using Synthetic Gaussian Benchmarks ICML 2024 When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario Context EMNLP 2024 When are dynamical systems learned from time series data statistically accurate? NeurIPS 2024 When Causal Inference Meets Graph Machine Learning AAAI 2024 When Context Leads but Parametric Memory Follows in Large Language Models EMNLP 2024 When does perceptual alignment benefit vision representations? NeurIPS 2024 When Do Program-of-Thought Works for Reasoning? AAAI 2024 When Only Time Will Tell: Interpreting How Transformers Process Local Ambiguities Through the Lens of Restart-Incrementality ACL 2024 When Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications? EMNLP 2024 When Representations Align: Universality in Representation Learning Dynamics ICML 2024 When the Misidentified Adverbial Phrase Functions as a Complement EMNLP 2024 Where Do Large Learning Rates Lead Us? NeurIPS 2024 Where Do We Go From Here? Multi-scale Allocentric Relational Inferencefrom Natural Spatial Descriptions EACL 2024 Where to Mask: Structure-Guided Masking for Graph Masked Autoencoders IJCAI 2024 White-Box Transformers via Sparse Rate Reduction: Compression Is All There Is? JMLR 2024 Who Responded to Whom: The Joint Effects of Latent Topics and Discourse in Conversation Structure ACL 2024 Why do objects have many names? A study on word informativeness in language use and lexical systems EMNLP 2024 Why Larger Language Models Do In-context Learning Differently? ICML 2024 Why Not Use Your Textbook? Knowledge-Enhanced Procedure Planning of Instructional Videos CVPR 2024 WikiDBs: A Large-Scale Corpus Of Relational Databases From Wikidata NeurIPS 2024