ai21.net
語言

ICLR-style method figure

ICLR-style method figure — 1

提示詞

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.

中文翻譯

爲一個虛構的方法“Hierarchical Memory Routing for Long-Context Multimodal Reasoning (HMR)”製作一張精緻的 ICLR 風格 Figure 1。頂部區域展示樸素長上下文多模態處理的失敗模式:一條過度擁擠的橫向 token 流混雜着文本、圖像 patch、檢索到的文檔、工具調用軌跡和音頻片段,並用紅橙色警示色標出幹擾、注意力稀釋、記憶衝突和二次方計算開銷。一條乾淨的水平分隔線將下方主面板隔開,該面板把 HMR 框架呈現爲一個疏朗的模塊化迴路。中央:一個 Reasoning Controller,包含從 Observe_t 到 Update_t 的階段。左側:三級 Memory Hierarchy,包含工作緩存、情景記憶和語義知識庫。右側:Multimodal Streams 通過路由路徑選擇性地進入。右下:僅在需要時被激活的稀疏專家。白色背景,矢量般乾淨的風格,中性灰配冷色點綴,標籤極簡但清晰可讀,會議論文的清晰度,不要海報式的視覺風格。

溯源

原作者
Unknown
原始出處
查看原帖 ↗
收錄來源