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Methodology
← Optimization & Theory
Machine Learning
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Optimization & Theory
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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
OptMark: Robust Multi-bit Diffusion Watermarking via Inference Time Optimization
AAAI 2026
FlashVideo: Flowing Fidelity to Detail for Efficient High-Resolution Video Generation
AAAI 2026
Hierarchical Schedule Optimization for Fast and Robust Diffusion Model Sampling
AAAI 2026
DNOI-4DRO: Deep 4D Radar Odometry with Differentiable Neural-Optimization Iterations
AAAI 2026
Firing Bits Where It Matters: Spiking-Guided Just Recognizable Distortion Modeling for Machine-Centric Video Coding
AAAI 2026
InfoDecom: Decomposing Information for Defending Against Privacy Leakage in Split Inference
AAAI 2026
Constrained Particle Seeking: Solving Diffusion Inverse Problems with Just Forward Passes
AAAI 2026
A-FloPS: Accelerating Diffusion Models via Adaptive Flow Path Sampler
AAAI 2026
Continuum Dropout for Neural Differential Equations
AAAI 2026
Graph Meets Deep Unfolding: An Interpretable Mutual-benefit Multi-view Learning Network
AAAI 2026
OT-ALD: Aligning Latent Distributions with Optimal Transport for Accelerated Image-to-Image Translation
AAAI 2026
Flow-Based Knowledge Transfer for Efficient Large Model Distillation
AAAI 2026
Adaptive Evolutionary Fusion for Multi-View Clustering
AAAI 2026
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs
AAAI 2026
Multi-Metric Preference Alignment for Generative Speech Restoration
AAAI 2026
Fading the Digital Ink: A Universal Black-Box Attack Framework for 3DGS Watermarking Systems
AAAI 2026
Efficient Forecasting of Geostationary Infrared Brightness Temperature Sequences: A Benchmark and a Lightweight Model
AAAI 2026
CineMPC: A Fully Autonomous Drone Cinematography System Incorporating Zoom, Focus, Pose, and Scene Composition (Abstract Reprint)
AAAI 2026
Next Generation of Empirical Performance Prediction
AAAI 2026
Convergence of Fast Policy Iteration in Markov Games and Robust MDPs
AAAI 2026
Asymptotic and Finite Sample Analysis of Nonexpansive Stochastic Approximations with Markovian Noise
AAAI 2026
Gradient-Protected Value Decomposition for Cooperative Multi-Agent Reinforcement Learning
AAAI 2026
Learning Branching Policies for MILPs with Proximal Policy Optimization
AAAI 2026
LPPG-RL: Lexicographically Projected Policy Gradient Reinforcement Learning with Subproblem Exploration
AAAI 2026
SharedRep-RLHF: A Shared Representation Approach to RLHF with Diverse Preferences
AAAI 2026
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