Mixtures of In-Context Learners | #ai #genai #llm #2024 #ml
AI Today27 Marras 2024

Mixtures of In-Context Learners | #ai #genai #llm #2024 #ml

Paper: https://arxiv.org/pdf/2411.02830 This research introduces Mixtures of In-Context Learners (MOICL), a novel approach to improve in-context learning (ICL) in large language models (LLMs). MOICL addresses ICL's limitations by partitioning demonstrations into expert subsets and learning a weighting function to combine their predictions. Experiments demonstrate MOICL's superior performance across various classification datasets, enhanced efficiency, and robustness to noisy or imbalanced data. The method dynamically identifies helpful and unhelpful demonstration subsets, improving accuracy and reducing computational costs. A key advantage is MOICL's ability to handle more demonstrations than standard ICL by mitigating the quadratic complexity of attention mechanisms. ai , artificial intelligence , arxiv , research , paper , publication , llm, genai, generative ai , large visual models, large language models, large multi modal models, nlp, text, machine learning, ml, nividia, openai, anthropic, microsoft, google, technology, cutting-edge, meta, llama, chatgpt, gpt, elon musk, sam altman, deployment, engineering, scholar, science

Jaksot(30)

LLM2CLIP: POWERFUL LM UNLOCKS RICHER VISUAL REPRESENTATION | #ai #genai #lvm #llm #mmm #cv #ms #2024

LLM2CLIP: POWERFUL LM UNLOCKS RICHER VISUAL REPRESENTATION | #ai #genai #lvm #llm #mmm #cv #ms #2024

Paper: https://arxiv.org/pdf/2411.04997 Github: https://github.com/microsoft/LLM2CLIP The paper introduces LLM2CLIP, a method to improve the visual representation learning capabilities of CLIP by int...

27 Marras 202414min

OPENSCHOLAR: SYNTHESIZING SCIENTIFICLITERATURE WITH RETRIEVAL-AUGMENTED LMS | #ai #genai #llm #2024

OPENSCHOLAR: SYNTHESIZING SCIENTIFICLITERATURE WITH RETRIEVAL-AUGMENTED LMS | #ai #genai #llm #2024

Paper: https://arxiv.org/pdf/2411.14199 Github: https://github.com/AkariAsai/OpenScholar The research introduces OpenScholar, a retrieval-augmented large language model (LLM) designed for synthesizin...

27 Marras 202414min

Bilateral Reference for High-Resolution Dichotomous Image Segmentation | #ai #genai #llm #cv #2024

Bilateral Reference for High-Resolution Dichotomous Image Segmentation | #ai #genai #llm #cv #2024

Paper: https://arxiv.org/pdf/2401.03407 Github: https://github.com/ZhengPeng7/BiRefNet This research introduces BiRefNet, a novel deep learning framework for high-resolution dichotomous image segment...

27 Marras 202414min

LLaVA-o1: Let Vision Language Models Reason Step-by-Step | #ai #genai #lvm #llm #mmm #cv #2024

LLaVA-o1: Let Vision Language Models Reason Step-by-Step | #ai #genai #lvm #llm #mmm #cv #2024

Paper: https://arxiv.org/pdf/2411.10440 Github: https://github.com/PKU-YuanGroup/LLaV... The paper introduces LLaVA-o1, a vision-language model designed for improved multi-stage reasoning. Unlike pre...

27 Marras 202414min

Model-Based Transfer Learning for Contextual Reinforcement Learning | #ai #mit #rl #genai #ml #2024

Model-Based Transfer Learning for Contextual Reinforcement Learning | #ai #mit #rl #genai #ml #2024

Paper: https://arxiv.org/pdf/2408.04498 This research introduces Model-Based Transfer Learning (MBTL), a novel framework for improving the efficiency and robustness of deep reinforcement learning (RL...

27 Marras 202414min

Diverse and Effective Red Teaming Auto-gen Rewards & Multi-step RL | #aisafety #openai #genai #2024

Diverse and Effective Red Teaming Auto-gen Rewards & Multi-step RL | #aisafety #openai #genai #2024

Paper: https://cdn.openai.com/papers/diverse... Blog: https://openai.com/index/advancing-re... This OpenAI research paper presents novel methods for automated red teaming of large language models (LL...

27 Marras 202414min

OpenAI’s Approach to External Red Teaming for AI Models and System | #aisafety #openai #genai #2024

OpenAI’s Approach to External Red Teaming for AI Models and System | #aisafety #openai #genai #2024

Paper: https://cdn.openai.com/papers/openais... Blog: https://openai.com/index/advancing-re... This white paper details OpenAI's approach to external red teaming for AI models and systems. External r...

27 Marras 202414min