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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 6Source ↗Scholar ↗
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 2Source ↗Scholar ↗