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Ruoyu Lin

3 accepted papers

2026

ToProVAR: Efficient Visual Autoregressive Modeling via Tri-Dimensional Entropy-Aware Semantic Analysis and Sparsity Optimization

ICLR 2026poster

Visual Autoregressive (VAR) models enhance generation speed but face a critical efficiency bottleneck in later stages. In this paper, we present a novel optimization framework for VAR models that fundamentally differs from prior approaches such as FastVAR and SkipVAR. Instead of relying on heuristic…

Cited by 0SourceScholar
2025

"Hierarchy of Needs" for Robots: Control Synthesis for Compositions of Hierarchical, Complex Objectives

ICRA 2025

Drawing inspiration from Maslow's “hierarchy of needs”, this paper develops a real-time control synthesis framework for robots to address hierarchical, complex objectives, recognizing that their behaviors are inherently driven by underlying needs. Each need is encoded by the zero-superlevel set of a

Cited by 2SourceScholar