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visual autoregressive

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Jul 31, 2026 · Artificial Intelligence

SCALAR++: Scale‑Aware Visual Autoregressive Learning for Efficient Controllable Image Generation

SCALAR++ introduces a scale‑wise conditional decoding mechanism and a layer‑shared LoRA‑based conditioning strategy that cut parameters by 43% and memory by 39% while achieving equal or better image quality and control precision than diffusion baselines, as demonstrated on ImageNet and MultiGen‑20M benchmarks.

LoRAcomputer visioncontrollable image generation

0 likes · 8 min read

SCALAR++: Scale‑Aware Visual Autoregressive Learning for Efficient Controllable Image Generation

AIWalker

Mar 20, 2026 · Artificial Intelligence

Plug‑and‑Play reAR Boosts Visual AR to SOTA Quality with Only 177M Parameters

The paper introduces reAR, a plug‑and‑play regularization framework that aligns generator and tokenizer representations in visual autoregressive models, dramatically improving image quality and matching large diffusion models while using far fewer parameters, and validates the approach with extensive experiments, ablations, and scalability analysis.

AI researchParameter Efficiencyimage generation

0 likes · 20 min read

Plug‑and‑Play reAR Boosts Visual AR to SOTA Quality with Only 177M Parameters