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<p>本期的 11 篇论文如下：</p><p>[00:23] 🧠 Can World Simulators Reason? Gen-ViRe: A Generative Visual Reasoning Benchmark（世界模拟器会推理吗？Gen-ViRe生成式视觉推理基准）</p><p>[01:03] 🕵 MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs（MVI-Bench：评估大型视觉语言模型对误导性视觉输入鲁棒性的综合基准）</p><p>[01:49] 🎞 REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding（REVISOR：超越文本反思，迈向长视频理解中的多模态内省推理）</p><p>[03:02] 🧪 ATLAS: A High-Difficulty, Multidisciplinary Benchmark for Frontier Scientific Reasoning（ATLAS：面向通用人工智能的高难度跨学科科学推理基准）</p><p>[03:43] 🔍 Large Language Models Meet Extreme Multi-label Classification: Scaling and Multi-modal Framework（大语言模型遇上极端多标签分类：可扩展多模态框架）</p><p>[04:16] 🤖 Agent-R1: Training Powerful LLM Agents with End-to-End Reinforcement Learning（Agent-R1：以端到端强化学习训练强大语言模型智能体）</p><p>[05:02] 🤖 Orion: A Unified Visual Agent for Multimodal Perception, Advanced Visual Reasoning and Execution（Orion：统一视觉智能体，实现多模态感知、高级视觉推理与...