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Trung Bui

المنشورات 2

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FlowTool: Controlling Tool Parameter in Image Retouching via Flow Matching

Thanh-Long V. Le, Steven Walton, Seunghyun Yoon وآخرون · 2026

Tool-based image editing (image retouching) is commonly formulated with autoregressive multimodal large language models (MLLMs) that sequentially generate reasoning, tool selections, and parameter values. In this work, we present a novel approach to tool-based image editing by framing the task as a flow matching proble …

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DISCO: Distributed Long Context Scaling with Grounding-Reasoning Disaggregation

Guanzheng Chen, Viet Dac Lai, Subhojyoti Mukherjee وآخرون · 2026

While Large Language Models (LLMs) advertise million-token context windows, reasoning quality often collapses as inputs grow -- a phenomenon termed context rot. This failure stems from a structural entanglement in monolithic architectures, where the massive search burden of contextual grounding exhausts the representat …

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