Theory

SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification AISTATS 2024 SVDinsTN: A Tensor Network Paradigm for Efficient Structure Search from Regularized Modeling Perspective CVPR 2024 Symbolic Reasoning Methods for AI Planning AAAI 2024 Symmetric Basis Convolutions for Learning Lagrangian Fluid Mechanics ICLR 2024 Symmetries in Overparametrized Neural Networks: A Mean Field View NeurIPS 2024 Symmetry Discovery Beyond Affine Transformations NeurIPS 2024 Symmetry-Informed Governing Equation Discovery NeurIPS 2024 Taming "data-hungry" reinforcement learning? Stability in continuous state-action spaces NeurIPS 2024 Taming the Sigmoid Bottleneck: Provably Argmaxable Sparse Multi-Label Classification AAAI 2024 Targeted Separation and Convergence with Kernel Discrepancies JMLR 2024 Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings NeurIPS 2024 Task structure and nonlinearity jointly determine learned representational geometry ICLR 2024 TEI Specifications for a Sustainable Management of Digitized Holocaust Testimonies COLING 2024 Temporal Graph Neural Tangent Kernel with Graphon-Guaranteed NeurIPS 2024 Tensor Programs VI: Feature Learning in Infinite Depth Neural Networks ICLR 2024 Test-Time Dynamic Image Fusion NeurIPS 2024 TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction ACL 2024 The 2024 ReproNLP Shared Task on Reproducibility of Evaluations in NLP: Overview and Results COLING 2024 The Accuracy Paradox in RLHF: When Better Reward Models Don’t Yield Better Language Models EMNLP 2024 The Alignment Problem from a Deep Learning Perspective ICLR 2024 The Attractor of the Replicator Dynamic in Zero-Sum Games ALT 2024 The Best Arm Evades: Near-optimal Multi-pass Streaming Lower Bounds for Pure Exploration in Multi-armed Bandits COLT 2024 The Challenges of the Nonlinear Regime for Physics-Informed Neural Networks NeurIPS 2024 The Closeness of In-Context Learning and Weight Shifting for Softmax Regression NeurIPS 2024 The Collusion of Memory and Nonlinearity in Stochastic Approximation With Constant Stepsize NeurIPS 2024