Theory

Training shallow ReLU networks on noisy data using hinge loss: when do we overfit and is it benign? NeurIPS 2023 Training-Time Attacks against K-nearest Neighbors AAAI 2023 TrajPAC: Towards Robustness Verification of Pedestrian Trajectory Prediction Models ICCV 2023 TRAK: Attributing Model Behavior at Scale ICML 2023 Transformers are uninterpretable with myopic methods: a case study with bounded Dyck grammars NeurIPS 2023 Transformers as Statisticians: Provable In-Context Learning with In-Context Algorithm Selection NeurIPS 2023 Transportation-Inequalities, Lyapunov Stability and Sampling for Dynamical Systems on Continuous State Space L4DC 2023 Tricking the Hashing Trick: A Tight Lower Bound on the Robustness of CountSketch to Adaptive Inputs AAAI 2023 Trustworthy Policy Learning under the Counterfactual No-Harm Criterion ICML 2023 UHDNeRF: Ultra-High-Definition Neural Radiance Fields ICCV 2023 Uncovering Meanings of Embeddings via Partial Orthogonality NeurIPS 2023 Understanding DDPM Latent Codes Through Optimal Transport ICLR 2023 Understanding Edge-of-Stability Training Dynamics with a Minimalist Example ICLR 2023 Understanding Incremental Learning of Gradient Descent: A Fine-grained Analysis of Matrix Sensing ICML 2023 Understanding Influence Functions and Datamodels via Harmonic Analysis ICLR 2023 Understanding Multi-phase Optimization Dynamics and Rich Nonlinear Behaviors of ReLU Networks NeurIPS 2023 Understanding Oversquashing in GNNs through the Lens of Effective Resistance ICML 2023 Understanding, Predicting and Better Resolving Q-Value Divergence in Offline-RL NeurIPS 2023 Understanding Representation Learnability of Nonlinear Self-Supervised Learning AAAI 2023 Understanding Self-attention Mechanism via Dynamical System Perspective ICCV 2023 Understanding the Generalization Performance of Spectral Clustering Algorithms AAAI 2023 Understanding the Impact of Adversarial Robustness on Accuracy Disparity ICML 2023 Understanding the Inner-workings of Language Models Through Representation Dissimilarity EMNLP 2023 Understanding Why Generalized Reweighting Does Not Improve Over ERM ICLR 2023 Unified Lower Bounds for Interactive High-dimensional Estimation under Information Constraints NeurIPS 2023