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Papers (including subtopics)

Proportional Representation in Practice: Quantifying Proportionality in Ordinal Elections AAAI 2025 Provable and Practical Online Learning Rate Adaptation with Hypergradient Descent ICML 2025 Provable Benefit of Random Permutations over Uniform Sampling in Stochastic Coordinate Descent ICML 2025 Provable Complexity Improvement of AdaGrad over SGD: Upper and Lower Bounds in Stochastic Non-Convex Optimization COLT 2025 Provable Convergence Bounds for Hybrid Dynamical Sampling and Optimization ICLR 2025 Provable Policy Gradient for Robust Average-Reward MDPs Beyond Rectangularity ICML 2025 Provably Efficient Algorithm for Best Scoring Rule Identification in Online Principal-Agent Information Acquisition ICML 2025 Provably-Safe, Online System Identification RSS 2025 Proven Approximation Guarantees in Multi-Objective Optimization: SPEA2 Beats NSGA-II IJCAI 2025 Proximal Interacting Particle Langevin Algorithms UAI 2025 PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization AAAI 2025 Public Opinion Field Effect and Hawkes Process Join Hands for Information Popularity Prediction AAAI 2025 Pure and Strong Nash Equilibrium Computation in Compactly Representable Aggregate Games UAI 2025 qNBO: quasi-Newton Meets Bilevel Optimization ICLR 2025 QP Based Constrained Optimization for Reliable PINN Training L4DC 2025 qPOTS: Efficient Batch Multiobjective Bayesian Optimization via Pareto Optimal Thompson Sampling AISTATS 2025 Quantifying Lexical Semantic Shift via Unbalanced Optimal Transport ACL 2025 Quantifying the Effectiveness of Linear Preconditioning in Markov Chain Monte Carlo JMLR 2025 Quantile Multi-Armed Bandits with 1-bit Feedback ALT 2025 Quantum Algorithms for Finite-horizon Markov Decision Processes ICML 2025 Quantum Best Arm Identification with Quantum Oracles AAAI 2025 Quantum (Inspired) D^2-sampling with Applications ICLR 2025 Quantum Optimization via Gradient-Based Hamiltonian Descent ICML 2025 Quantum Speedup for Hypergraph Sparsification ICML 2025 QuCOOP: A Versatile Framework for Solving Composite and Binary-Parametrised Problems on Quantum Annealers CVPR 2025