Optimization

LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs AAAI 2026 LooC: Effective Low-Dimensional Codebook for Compositional Vector Quantization WACV 2026 Look Before You Leap: A Lookahead Reasoning Quality Gate for Speculative Decoding EACL 2026 LORETTA: A Low Resource Framework to Poison Continuous Time Dynamic Graphs AAAI 2026 Loss-Guided Auxiliary Agents for Overcoming Mode Collapse in GFlowNets AAAI 2026 Low-Rank Curvature for Zeroth-Order Optimization in LLM Fine-tuning AAAI 2026 LPPG-RL: Lexicographically Projected Policy Gradient Reinforcement Learning with Subproblem Exploration AAAI 2026 Maastricht University at AMIYA: Adapting LLMs for Dialectal Arabic using Fine-tuning and MBR Decoding EACL 2026 Mapping on a Budget: Optimizing Spatial Data Collection for ML AAAI 2026 Mapping the Course for Prompt-based Structured Prediction EACL 2026 Marginalized Generalized IoU (MGIoU): A Unified Objective Function for Optimizing Convex Parametric Shapes AAAI 2026 Massively Parallel Proof-Number Search for Impartial Games and Beyond AAAI 2026 Matching Policy Design for Gig Platforms with “Priority” Features AAAI 2026 Matrix-Free Two-to-Infinity and One-to-Two Norms Estimation AAAI 2026 Maximizing Schatten-p Norm Regularization Toward Balance AAAI 2026 MCTS-SQL: Light-Weight LLMs Can Master the Text-to-SQL Through Monte Carlo Tree Search AAAI 2026 MCW-KD: Multi-Cost Wasserstein Knowledge Distillation for Large Language Models AAAI 2026 MDMLP-EIA: Multi-domain Dynamic MLPs with Energy Invariant Attention for Time Series Forecasting AAAI 2026 Memory Based Advantage Shaping for LLM-Guided Reinforcement Learning (Student Abstract) AAAI 2026 Meta-Black-Box Optimization with Bi-Space Landscape Analysis and Dual-Control Mechanism for SAEA AAAI 2026 Meta-Guided Sample Reweighting for Robust Cross-Modal Hashing Retrieval with Noisy Labels AAAI 2026 Methods for Optimization Problems with Markovian Stochasticity and Non-Euclidean Geometry AAAI 2026 Minimax Optimal Convergence of Gradient Descent in Logistic Regression via Large and Adaptive Stepsizes JMLR 2026 Minimum-Cost Network Flow with Dual Predictions AAAI 2026 Misclassification-Aware Robust Learning from Multiple Human Labelers (Student Abstract) AAAI 2026