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Direct Nash Optimization: Teaching language models to self-improve with...
Presented by Corby Rosset at Microsoft Research Forum, September 2024 “The traditional way to fine-tune an LLM for post-training … basically tells the model to emulate good behaviors, but it does not...
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Project Aurora: The first large-scale foundation model of the atmosphere
Presented by Megan Stanley at Microsoft Research Forum, September 2024 “If we look at Aurora’s ability to predict pollutants such as nitrogen dioxide that are strongly related to emissions for human...
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A generative model of biology for in-silico experimentation and discovery
Presented by Kevin Yang at Microsoft Research Forum, September 2024 “EvoDiff is a discrete diffusion model trained on evolutionary-scale protein sequence data. By evolutionary scale, we mean that we...
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Fostering appropriate reliance on AI
Presented by Mihaela Vorvoreanu at Microsoft Research Forum, September 2024 “This is where I think it is our responsibility as people working in UX disciplines—as people researching UX and...
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VALL-E 2: Enhancing the robustness and naturalness of text-to-speech models
Author: Shujie Liu In recent years, the rapid advancement of AI has continually expanded the capabilities of Text-to-Speech (TTS) technology. Ongoing optimizations and innovations in TTS have enriched...
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nnScaler: Exploring a new paradigm for parallel execution in deep learning
Author: Youshan Miao Today, deep learning has permeated our daily lives. As the size of models continues to grow, training these models on massive GPU accelerators has become increasingly...
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ProbTS: Unified benchmarking for time-series forecasting
Author: Machine Learning Group Time-series forecasting is crucial across various industries, including health, energy, commerce, climate, etc. Accurate forecasts over different prediction horizons are...
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OmniParser for pure vision-based GUI agent
By Yadong Lu, Senior Researcher; Jianwei Yang, Principal Researcher; Yelong Shen, Principal Research Manager; Ahmed Awadallah, Partner Research Manager Recent advancements in large vision-language...
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USENIX ATC 2024 best paper | How Microsoft is improving cloud AI...
As cloud AI workloads grow in complexity and scale, maintaining high system reliability has become crucial. Traditional methods of ensuring system reliability, such as using redundant components,...
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Timeline: Assistive technology at Microsoft Research
Empowering every person and organization on the planet to achieve more requires giving ownership of the computing experience to the individual and leveraging technological advancements to deliver...
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