ICLR风格方法图参考案例

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.

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.

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比例: 16:9

创建一张精致的 ICLR 风格 Figure 1，用于一个名为“Hierarchical Memory Routing for Long-Context Multimodal Reasoning (HMR)”的虚构方法。顶部横带展示朴素长上下文多模态处理的失败模式：一条过度拥挤的水平 token 流，将文本、图像 patch、检索文档、工具轨迹和音频片段混杂在一起，并用红橙色警示强调干扰、注意力稀释、记忆碰撞和二次方计算成本。一个干净的水平分隔线将其与主要的下方面板分开，下方面板以宽敞的模块化循环呈现 HMR 框架。中心：一个包含 Observe_t 到 Update_t 阶段的推理控制器。左侧：一个三级记忆层级，包括工作缓存、情景记忆和语义知识库。右侧：多模态流通过路由路径选择性进入。右下角：仅在需要时激活的稀疏专家。白色背景，矢量化干净风格，中性灰加冷色点缀，标签极简但清晰，具备会议论文式清晰度，不要海报美学。