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Gradient-Free Approaches is a Key to an Efficient Interaction with Markovian Stochasticity
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Nate Mauer PRO
ParetoOptimal
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Follow-the-Perturbed-Leader for Decoupled Bandits: Best-of-Both-Worlds and Practicality
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A Sketch-and-Project Analysis of Subsampled Natural Gradient Algorithms
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On the Role of Batch Size in Stochastic Conditional Gradient Methods
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Finite and Corruption-Robust Regret Bounds in Online Inverse Linear Optimization under M-Convex Action Sets
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Distributionally Robust Markov Games with Average Reward
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A Tale of Two Problems: Multi-Task Bilevel Learning Meets Equality Constrained Multi-Objective Optimization
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FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates
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AdamO: A Collapse-Suppressed Optimizer for Offline RL
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Algorithmic Recourse of In-Context Learning for Tabular Data
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A Risk Decomposition Framework for Pre-hoc Fine-tuning Prediction
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What Makes a Strong Model? A Unified Spectral Analysis of Knowledge Transfer over High-dimensional Linear Regression
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Reproduction: Finite-time Convergence Analysis of Actor-Critic with Evolving Reward
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Adaptive Personalized Federated Learning via Multi-task Averaging of Kernel Mean Embeddings
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Approximation Preserving Coresets
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Why Agentic Theorem Prover Works: A Statistical Provability Theory of Mathematical Reasoning Models
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Are Two Datasets Close Enough With Statistical Significance? A Kernel Distributional Closeness Testing Approach
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(Doubly) Exponential Lower Bounds for Follow the Regularized Leader in Potential Games
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Budget-Feasible Mechanisms for Submodular Welfare Maximization in Procurement Auctions
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A Game-Theoretic Analysis of Attacks on Large Language Models via Compositional Skills
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Corruption-Tolerant Asynchronous Q-Learning with Near-Optimal Rates
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Posterior Sampling Reinforcement Learning with Gaussian Processes for Continuous Control: Sublinear Regret Bounds for Unbounded State Spaces
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Incentivized Exploration with Stochastic Covariates: A Two-Stage Mechanism Design for Recommender System
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Causal Matrix Completion under Multiple Treatments via Mixed Synthetic Nearest Neighbors
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