Optimization

SOLAR: Switchable Output Layer for Accuracy and Robustness in Once-for-All Training WACV 2026 SPA: Achieving Consensus in LLM Alignment via Self-Priority Optimization AAAI 2026 Space Alignment Matters: The Missing Piece for Inducing Neural Collapse in Long-Tailed Learning AAAI 2026 SparK: Query-Aware Unstructured Sparsity with Recoverable KV Cache Channel Pruning AAAI 2026 SparseRM: A Lightweight Preference Modeling with Sparse Autoencoder AAAI 2026 Spatial-Temporal Feedback Diffusion Guidance for Controlled Traffic Imputation AAAI 2026 Spectrally Adaptive Channel-aware Unrolling Network for Compressed Sensing AAAI 2026 SpikCommander: A High-performance Spiking Transformer with Multi-view Learning for Efficient Speech Command Recognition AAAI 2026 SSplain: Sparse and Smooth Explainer for Retinopathy of Prematurity Classification WACV 2026 SSTODE: Ocean-Atmosphere Physics-Informed Neural ODEs for Sea Surface Temperature Prediction AAAI 2026 Stabilizing Policy Gradient Methods via Reward Profiling AAAI 2026 Statistically Robust Sparse High-order Interaction Model AAAI 2026 STEG-AIW: Spatio-Temporal Gating and Adaptive-Timestep Inference for Efficient Spiking Neural Networks WACV 2026 Step Back to Leap Forward: Self-Backtracking for Symbolic Reasoning and Planning in Language Models AAAI 2026 Step-GRPO: Enhancing Reasoning Quality and Efficiency via Structured PRM-Based Reinforcement Learning AAAI 2026 Stochastic Decentralized Optimization of Non-Smooth Convex and Convex-Concave Problems over Time-Varying Networks AAAI 2026 Stochastic Differential Equations models for Least-Squares Stochastic Gradient Descent JMLR 2026 Stochastic Universal Adversarial Perturbations with Fixed Optimization Constraint and Ensured High-probability Transferability AAAI 2026 STrans: Spontaneous Architecture Evolution for Adaptive Time Series Forecasting AAAI 2026 Subgradient Method for System Identification with Non-Smooth Objectives L4DC 2026 Sub-MoE: Efficient Mixture-of-Expert LLMs Compression via Subspace Expert Merging AAAI 2026 Superior Runtime Guarantees for the MOEA/D Multi-Objective Optimizer via Weighted-Sum Decomposition AAAI 2026 Surgical AI Copilot: Energy-Based Fourier Gradient Low-Rank Adaptation for Surgical LLM Agent Reasoning and Planning AAAI 2026 Suspicious Alignment of SGD:A Fine-Grained Step Size Condition Analysis ALT 2026 SwiftVideo: A Unified Framework for Few-Step Video Generation Through Trajectory-Distribution Alignment AAAI 2026