Latest

• Differentiable Neuro-Symbolic Reasoning on Large-Scale Knowledge Graphs
• MLN4KB: an efficient Markov logic network engine for large-scale knowledge bases and structured logic rules
• Improved Convergence of Differential Private SGD with Gradient Clipping
• Improving Fairness for Data Valuation in Federated Learning
• Fair and efficient contribution valuation for vertical federated learning
• First-order methods for structured optimization
• First-order methods for structured optimization
• Efficient Greedy Coordinate Descent via Variable Partitioning
• Fast convergence of stochastic subgradient method under interpolation
• Online mirror descent and dual averaging: keeping pace in the dynamic case
• Greed meets sparsity: understanding and improving greedy coordinate descent for sparse optimization
• Fast training for large-scale one-versus-all linear classifiers using tree-structured initialization
• A Hyperplane-based Algorithm for Semi-supervised Dimension Reduction
• Improved Bounded Matrix Completion for Large-Scale Recommender Systems