Google Research 2024 年度回顾：Transformer 推理、AMIE、量子纠错等进展
Latest News from Google Research Blog - Google Research - 2024
Google Research 发布 2024 年度回顾，涵盖多项研究进展：通过图算法理解 Transformer 推理能力、推进 AMIE 向专科诊疗与真实世界验证、将视频掩码自编码器扩展至 128 帧、回顾投机解码，以及让量子纠错真正可用。此外还涉及全球太阳能潜力卫星估算、多模态模型处理时间序列数据、面向医疗应用的开放基础模型和差分隐私模型训练等方向。
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Understanding Transformer reasoning capabilities via graph algorithms
Algorithms & Theory
·; Data Mining & Modeling; December 19, 2024
Google Research 2024: Breakthroughs for impact at every scale
·; Year in Review; December 12, 2024
Satellite powered estimation of global solar potential
Climate & Sustainability
·; Machine Intelligence; December 10, 2024
Advancing AMIE towards specialist care and real-world validation
Generative AI
·; Health & Bioscience
·; Machine Intelligence; December 9, 2024
Making quantum error correction work
Looking back at speculative decoding
Algorithms & Theory
·; Generative AI
·; Machine Intelligence; December 4, 2024
Extending video masked autoencoders to 128 frames
Machine Intelligence
·; Machine Perception; November 25, 2024
Unlocking the power of time-series data with multimodal models
Generative AI
·; Machine Intelligence
·; Machine Perception; November 25, 2024
Helping everyone build AI for healthcare applications with open foundation models
Health & Bioscience
·; Machine Intelligence
·; Open Source Models & Datasets; November 25, 2024
Bridging the gap in differentially private model training
Algorithms & Theory
·; Distributed Systems & Parallel Computing
·; Machine Intelligence
Re-Invoke: Tool invocation rewriting for zero-shot tool retrieval
Machine Intelligence
·; Natural Language Processing; November 20, 2024
Scaling wearable foundation models