Representation Learning

TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs NeurIPS 2024 The ALℓ_0CORE Tensor Decomposition for Sparse Count Data AISTATS 2024 The Balanced-Pairwise-Affinities Feature Transform ICML 2024 The behavioral toolbox L4DC 2024 The Contextual Variability of English Nouns: The Impact of Categorical Specificity beyond Conceptual Concreteness COLING 2024 The Curious Case of Representational Alignment: Unravelling Visio-Linguistic Tasks in Emergent Communication ACL 2024 The Curious Decline of Linguistic Diversity: Training Language Models on Synthetic Text NAACL 2024 The Curse of Diversity in Ensemble-Based Exploration ICLR 2024 The Effective Number of Shared Dimensions Between Paired Datasets AISTATS 2024 The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images ICLR 2024 The effects of distance on NPI illusive effects in BERT EMNLP 2024 The Emotion Dynamics of Literary Novels ACL 2024 The Evolution of Statistical Induction Heads: In-Context Learning Markov Chains NeurIPS 2024 The Expressive Leaky Memory Neuron: an Efficient and Expressive Phenomenological Neuron Model Can Solve Long-Horizon Tasks. ICLR 2024 The Expressive Power of Path-Based Graph Neural Networks ICML 2024 The First Universal Dependency Treebank for Tswana: Tswana-Popapolelo COLING 2024 The Fundamental Limits of Least-Privilege Learning ICML 2024 The Heuristic Core: Understanding Subnetwork Generalization in Pretrained Language Models ACL 2024 The Hidden Language of Diffusion Models ICLR 2024 The Illusion of State in State-Space Models ICML 2024 The Impact of Depth on Compositional Generalization in Transformer Language Models NAACL 2024 The Implicit Bias of Heterogeneity towards Invariance: A Study of Multi-Environment Matrix Sensing NeurIPS 2024 The Linear Representation Hypothesis and the Geometry of Large Language Models ICML 2024 The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks NeurIPS 2024 The Mental Lexicon of Communicative Fragments and Contours: The Remix N-gram Method COLING 2024