✨ Title: VCode: a Multimodal Coding Benchmark with SVG as Symbolic Visual Representation

📝 Summary:
VCode introduces a benchmark for generating SVG code from images, preserving symbolic meaning for visual reasoning. Frontier VLMs struggle with this visual-centric task. VCoder, an agentic framework, improves performance using iterative revision and visual tools.

🔹 Publication Date: Published on Nov 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.02778
• PDF: https://arxiv.org/pdf/2511.02778
• Project Page: https://csu-jpg.github.io/VCode/
• Github: https://github.com/CSU-JPG/VCode

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#VCode #MultimodalAI #SVG #VisualReasoning #VLMs

✨ Title: When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought

📝 Summary:
MIRA is a new benchmark for evaluating models that use intermediate visual images to enhance reasoning. It includes 546 multimodal problems requiring models to generate and utilize visual cues. Experiments show models achieve a 33.7% performance gain with visual cues compared to text-only prompts...

🔹 Publication Date: Published on Nov 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.02779
• PDF: https://arxiv.org/pdf/2511.02779

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#VisualReasoning #ChainOfThought #MultimodalAI #AIBenchmark #ComputerVision

✨Long Grounded Thoughts: Distilling Compositional Visual Reasoning Chains at Scale

📝 Summary:
Researchers developed a new framework to generate over 1M high-quality synthetic vision-centric reasoning questions with complex traces. Finetuning models on this data significantly improves vision-centric performance and surprisingly boosts text and audio reasoning, demonstrating strong cross-mo...

🔹 Publication Date: Published on Nov 7

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.05705
• PDF: https://arxiv.org/pdf/2511.05705

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#VisualReasoning #AI #MachineLearning #MultimodalAI #ComputerVision

✨Orion: A Unified Visual Agent for Multimodal Perception, Advanced Visual Reasoning and Execution

📝 Summary:
Orion is a visual agent framework that orchestrates specialized computer vision tools to execute complex visual workflows. It achieves competitive performance on benchmarks and enables autonomous, tool-driven visual reasoning.

🔹 Publication Date: Published on Nov 18

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.14210
• PDF: https://arxiv.org/pdf/2511.14210

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#ComputerVision #AIagents #VisualReasoning #MultimodalAI #DeepLearning

✨Can World Simulators Reason? Gen-ViRe: A Generative Visual Reasoning Benchmark

📝 Summary:
Current video model benchmarks miss assessing Chain-of-Frames CoF reasoning, crucial for world simulators. Gen-ViRe is a new benchmark that decomposes CoF reasoning into cognitive subtasks, offering the first quantitative assessment. It reveals poor reasoning depth despite impressive visual quali...

🔹 Publication Date: Published on Nov 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.13853
• PDF: https://arxiv.org/pdf/2511.13853

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#AI #WorldSimulators #VisualReasoning #GenerativeAI #Benchmarks