Tag: Generative AI
All the articles with the tag "Generative AI".
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Detecting and Mitigating Hateful Content in Multimodal Memes with Vision-Language Models
Published: at 12:17 AM
96.36 🤔本文提出了一种基于视觉-语言模型的定义引导提示技术和UnHateMeme框架，用于检测和缓解多模态模因中的仇恨内容，通过零样本和少样本提示实现高效检测，并生成非仇恨替代内容以保持图像-文本一致性，在实验中展现出显著效果。
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Video Prediction Policy: A Generalist Robot Policy with Predictive Visual Representations
Published: at 10:22 AM 89.20 🤔The Video Prediction Policy (VPP) introduces a novel generalist robot policy that leverages predictive visual representations from fine-tuned video diffusion models to learn implicit inverse dynamics, achieving significant improvements of 41.5% on the Calvin ABC→D benchmark and 31.6% in real-world dexterous manipulation tasks over state-of-the-art baselines.
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EMORL: Ensemble Multi-Objective Reinforcement Learning for Efficient and Flexible LLM Fine-Tuning
Published: at 09:32 AM 87.79 🤔本文提出EMORL框架，通过集成学习分别训练单目标模型并在隐藏状态层聚合，结合分层网格搜索优化权重，在咨询反思生成任务中实现了与传统方法相当的性能，同时显著提升了训练效率、可扩展性和解释性。
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RM-R1: Reward Modeling as Reasoning
Published: at 12:11 AM 85.26 🤔本文提出RM-R1，一种通过将奖励建模转化为推理任务并结合蒸馏和强化学习训练的推理奖励模型（REASRMS），在多个基准测试上取得了最先进性能，同时显著提升了可解释性。
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LZ Penalty: An information-theoretic repetition penalty for autoregressive language models
Published: at 11:19 PM 67.26 🤔本文提出LZ惩罚方法，基于LZ77压缩算法的码长变化动态调整自回归语言模型的采样分布，在贪婪解码下有效消除退化重复，同时保持推理基准性能。