Machine Learning

Steering Pretrained Drafters During Speculative Decoding AAAI 2026 Steering Representations, Safeguarding Privacy: A Cross-Modal Privacy Protection Method for Generative AI AAAI 2026 Steering Sparse Autoencoder Latents to Control Dynamic Head Pruning in Vision Transformers (Student Abstract) AAAI 2026 Steering Visuomotor Policy in Open Worlds via Cross-View Goal Alignment AAAI 2026 SteerMusic: Enhanced Musical Consistency for Zero-shot Text-Guided and Personalized Music Editing AAAI 2026 STEG-AIW: Spatio-Temporal Gating and Adaptive-Timestep Inference for Efficient Spiking Neural Networks WACV 2026 StegaVAR: Privacy-Preserving Video Action Recognition via Steganographic Domain Analysis AAAI 2026 SteinGate: Tail-Sensitive Safe Reinforcement Learning via Stein Discrepancy UAI 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 Stepwise Contrastive Reasoning for Retrieval-Augmented Generation over Knowledge Graphs AAAI 2026 ST-LLM: Spatial Transcriptomics Embedding with Large Language Models 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 Dominance Driven First-Order Policy Optimization for Multi-Objective Reinforcement Learning UAI 2026 Stochastic Gradient Methods: Bias, Stability and Generalization JMLR 2026 Stochastic Universal Adversarial Perturbations with Fixed Optimization Constraint and Ensured High-probability Transferability AAAI 2026 STOLA: Self-Adaptive Touch-Language Framework for Tactile Commonsense Reasoning in Open-Ended Scenarios AAAI 2026 Stop Mixing Things Up! BISCUIT Teaches Vision-Language Models to Learn New Concepts from Images on the Spot AAAI 2026 Stop Probing, Start Coding: Why Linear Probes and Sparse Autoencoders Fail at Compositional Generalization UAI 2026 Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning ACL 2026 STrans: Spontaneous Architecture Evolution for Adaptive Time Series Forecasting AAAI 2026 Strategy-robust Online Learning in Contextual Pricing ALT 2026 Stratified Knowledge-Density Super-Network for Scalable Vision Transformers AAAI 2026 Stratos: An End-to-End Distillation Pipeline for Customized LLMs Under Distributed Cloud Environments AAAI 2026