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Methodology
← Optimization & Theory
Machine Learning
›
Optimization & Theory
›
Optimization
14207 directly classified papers
Papers per year
2001: 10
2002: 9
2003: 16
2004: 6
2005: 16
2006: 58
2007: 67
2008: 72
2009: 84
2010: 106
2011: 132
2012: 164
2013: 333
2014: 295
2015: 310
2016: 380
2017: 509
2018: 669
2019: 1072
2020: 1217
2021: 1489
2022: 1470
2023: 1746
2024: 1819
2025: 1567
2026: 591
Papers
Online Robust Planning Under Model Uncertainty: A Sample-Based Approach
AAAI 2026
Learning-Augmented Ski Rental with Discrete Distribution: A Bayesian Approach
AAAI 2026
Bayesian Network Structural Consensus via Greedy Min-Cut Analysis
AAAI 2026
Minimum-Cost Network Flow with Dual Predictions
AAAI 2026
Stochastic Decentralized Optimization of Non-Smooth Convex and Convex-Concave Problems over Time-Varying Networks
AAAI 2026
Post-Hoc Refinement for Multitask Symbolic Regression via Consensus-Accelerated Shapley Analysis
AAAI 2026
Instance Generation for Meta-Black-Box Optimization Through Latent Space Reverse Engineering
AAAI 2026
Realistic Curriculum Reinforcement Learning for Autonomous and Sustainable Marine Vessel Navigation
AAAI 2026
Aligning Generative Music AI with Human Preferences: Methods and Challenges
AAAI 2026
Efficient Model Specialization via Training-time and Test-time Adaptation
AAAI 2026
Theoretical Guarantees for Domain Adaptation with Hierarchical Optimal Transport (Abstract Reprint)
AAAI 2026
Optimizing Product Provenance Verification Using Data Valuation Methods
AAAI 2026
Clinician-in-the-Loop Smart Home System to Detect Urinary Tract Infection Flare-Ups via Uncertainty-Aware Decision Support
AAAI 2026
Optimisation Problems in Constrained Machine Learning
AAAI 2026
Graph Neural ODEs with Stability and Conservation Guarantees for Tumor Microenvironment Dynamics (Student Abstract)
AAAI 2026
Bridging Machine Learning and Physics for Scalable Long-Term Building Temperature Prediction (Student Abstract)
AAAI 2026
Feasibility-Aware Masked Transformer for the Pickup-and-Delivery Problem with Time Windows (Student Abstract)
AAAI 2026
Misclassification-Aware Robust Learning from Multiple Human Labelers (Student Abstract)
AAAI 2026
OR-R1: Automating Modeling and Solving of Operations Research Optimization Problem via Test-Time Reinforcement Learning
AAAI 2026
Advancing Protein Design via Multi-Agent Reinforcement Learning with Pareto-Based Collaborative Optimization
AAAI 2026
CoEvo: Continual Evolution of Symbolic Solutions Using Large Language Models
AAAI 2026
AccKV: Towards Efficient Audio-Video LLMs Inference via Adaptive-Focusing and Cross-Calibration KV Cache Optimization
AAAI 2026
Rethinking Direct Preference Optimization in Diffusion Models
AAAI 2026
TSPO: Temporal Sampling Policy Optimization for Long-form Video Language Understanding
AAAI 2026
Regressor-guided Diffusion Model for De Novo Peptide Sequencing with Explicit Mass Control
AAAI 2026
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