inductive bia

Generalization through variance: how noise shapes inductive biases in diffusion models ICLR 2025 How Well Can a Long Sequence Model Model Long Sequences? Comparing Architectural Inductive Biases on Long-Context Abilities COLING 2025 Information Locality as an Inductive Bias for Neural Language Models ACL 2025 Language Models Need Inductive Biases to Count Inductively ICLR 2025 Low-Dimension-to-High-Dimension Generalization and Its Implications for Length Generalization ICML 2025 Meta-learning from Heterogeneous Tensors for Few-shot Tensor Completion AISTATS 2025 Morphological-Symmetry-Equivariant Heterogeneous Graph Neural Network for Robotic Dynamics Learning L4DC 2025 No Equations Needed: Learning System Dynamics Without Relying on Closed-Form ODEs ICLR 2025 No Free Lunch: Fundamental Limits of Learning Non-Hallucinating Generative Models ICLR 2025 On Generalization Bounds for Neural Networks with Low Rank Layers ALT 2025 Perceptual Inductive Bias Is What You Need Before Contrastive Learning CVPR 2025 Regress, Don’t Guess: A Regression-like Loss on Number Tokens for Language Models ICML 2025 Shaping Shared Languages: Human and Large Language Models' Inductive Biases in Emergent Communication IJCAI 2025 Systematic Relational Reasoning With Epistemic Graph Neural Networks ICLR 2025 The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025 Towards Automated Knowledge Integration From Human-Interpretable Representations ICLR 2025 Transformers Learn Low Sensitivity Functions: Investigations and Implications ICLR 2025 Which Word Orders Facilitate Length Generalization in LMs? An Investigation with GCG-Based Artificial Languages EMNLP 2025 $\rm E(3)$-Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning ICML 2024 A 2-Dimensional State Space Layer for Spatial Inductive Bias ICLR 2024 Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in Transformers ICLR 2024 A Metalearned Neural Circuit for Nonparametric Bayesian Inference NeurIPS 2024 An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention AAAI 2024 A New Neural Kernel Regime: The Inductive Bias of Multi-Task Learning NeurIPS 2024 Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning AAAI 2024