Deep Learning

On Synthesizing Data for Context Attribution in Question Answering ACL 2025 On Synthetic Data Strategies for Domain-Specific Generative Retrieval ACL 2025 On Teacher Hacking in Language Model Distillation ICML 2025 On the Ability of Deep Networks to Learn Symmetries from Data: A Neural Kernel Theory JMLR 2025 On the Acquisition of Shared Grammatical Representations in Bilingual Language Models ACL 2025 On the Alignment between Fairness and Accuracy: from the Perspective of Adversarial Robustness ICML 2025 On the Asymptotic Mean Square Error Optimality of Diffusion Models AISTATS 2025 On the Benefits of Memory for Modeling Time-Dependent PDEs ICLR 2025 On the Clean Generalization and Robust Overfitting in Adversarial Training from Two Theoretical Views: Representation Complexity and Training Dynamics ICML 2025 On the Completeness of Invariant Geometric Deep Learning Models ICLR 2025 On the Complexity-Faithfulness Trade-off of Gradient-Based Explanations ICCV 2025 On the Computational Tractability of the (Many) Shapley Values AISTATS 2025 On The Concurrence of Layer-wise Preconditioning Methods and Provable Feature Learning ICML 2025 On the Consideration of AI Openness: Can Good Intent Be Abused? AAAI 2025 On the Consistency of Video Large Language Models in Temporal Comprehension CVPR 2025 On the Convergence of Locally Adaptive and Scalable Diffusion-Based Sampling Methods for Deep Bayesian Neural Network Posteriors AISTATS 2025 On the Correspondence between the Squared Norm and Information Content in Text Embeddings EMNLP 2025 On the Duality between Gradient Transformations and Adapters ICML 2025 On the Emergence of Position Bias in Transformers ICML 2025 On the Expressiveness and Length Generalization of Selective State Space Models on Regular Languages AAAI 2025 On the expressiveness and spectral bias of KANs ICLR 2025 On the Expressiveness of Rational ReLU Neural Networks With Bounded Depth ICLR 2025 On the Expressive Power of Sparse Geometric MPNNs ICLR 2025 On the Feature Learning in Diffusion Models ICLR 2025 On-the-fly Routing for Zero-shot MoE Speaker Adaptation of Speech Foundation Models for Dysarthric Speech Recognition Interspeech 2025