Author

Lie-Feng Bo

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Jul 2026

Think, Plan, Paint: Layout-Aware Reasoning for Controllable Image Generation in Unified Models

Unified Multimodal Large Language Models (MLLMs) offer a promising paradigm for unifying visual understanding and generation, yet they still struggle to follow complex spatial instructions and logical constraints in controllable image generation. To address this gap, we present ATLAS, a unified framework that equips ML...

Junhao Liu, Jianwei Zhang, Tao Huang et al. · arXiv.org · 1 citation

#artificial intelligence Preprint Jun 2026

AdaMem: Learning What to Remember with Adaptive Memory Policies for Personalized Agents

AdaMem is introduced, which uses adaptive natural-language Memory Policies to personalize what an agent writes to memory and demonstrates the promise of adaptive write control while exposing policy execution as a central limitation of current memory agents.

Xing-Yu Chen, Rui Wang, Zhaopeng Tu et al. · 1 citation · ⚡1