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ICLR-style method figure

ICLR-style method figure — 1

提示词

Create a polished ICLR-style Figure 1 for an imaginary method called "Hierarchical Memory Routing for Long-Context Multimodal Reasoning (HMR)". The top band shows the failure mode of naive long-context multimodal processing: one overcrowded horizontal token stream mixing text, image patches, retrieved documents, tool traces, and audio snippets, with red-orange warning accents for interference, attention dilution, memory collision, and quadratic compute cost. A clean horizontal divider separates the main lower panel, which presents the HMR framework as a spacious modular loop. Center: a Reasoning Controller with stages Observe_t to Update_t. Left: a three-level Memory Hierarchy with working cache, episodic memory, and semantic knowledge base. Right: Multimodal Streams entering selectively through routing paths. Bottom right: sparse experts activated only when needed. White background, vector-clean styling, neutral gray plus cool accents, minimal but legible labels, conference-paper clarity, no poster aesthetics.

中文译文

为一个虚构的方法“Hierarchical Memory Routing for Long-Context Multimodal Reasoning (HMR)”制作一张精致的 ICLR 风格 Figure 1。顶部区域展示朴素长上下文多模态处理的失败模式:一条过度拥挤的横向 token 流混杂着文本、图像 patch、检索到的文档、工具调用轨迹和音频片段,并用红橙色警示色标出干扰、注意力稀释、记忆冲突和二次方计算开销。一条干净的水平分隔线将下方主面板隔开,该面板把 HMR 框架呈现为一个疏朗的模块化回路。中央:一个 Reasoning Controller,包含从 Observe_t 到 Update_t 的阶段。左侧:三级 Memory Hierarchy,包含工作缓存、情景记忆和语义知识库。右侧:Multimodal Streams 通过路由路径选择性地进入。右下:仅在需要时被激活的稀疏专家。白色背景,矢量般干净的风格,中性灰配冷色点缀,标签极简但清晰可读,会议论文的清晰度,不要海报式的视觉风格。

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