User Posts: Ritwik Gupta
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Generating 3D Molecular Conformers via Equivariant Coarse-Graining and Aggregated Attention – The Berkeley Artificial Intelligence Research Blog
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Figure 1: CoarsenConf architecture. Molecular conformer generation is a fundamental task in computational chemistry. The objective is ...

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On the Stepwise Nature of Self-Supervised Learning – The Berkeley Artificial Intelligence Research Blog
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Figure 1: stepwise behavior in self-supervised learning. When training common SSL algorithms, we find that the loss descends in a stepwise ...

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Training Diffusion Models with Reinforcement Learning – The Berkeley Artificial Intelligence Research Blog
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Training Diffusion Models with Reinforcement Learning replay Diffusion models have ...

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Rethinking the Role of PPO in RLHF – The Berkeley Artificial Intelligence Research Blog
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Rethinking the Role of PPO in RLHF TL;DR: In RLHF, there’s tension between the reward learning phase, which uses human preference in the ...

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Goal Representations for Instruction Following – The Berkeley Artificial Intelligence Research Blog
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Goal Representations for Instruction Following A longstanding goal of the field of robot learning has been to create generalist agents ...

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Asymmetric Certified Robustness via Feature-Convex Neural Networks – The Berkeley Artificial Intelligence Research Blog
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Asymmetric Certified Robustness via Feature-Convex Neural Networks TLDR: We propose the asymmetric certified robustness problem, which ...

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Detecting Text Ghostwritten by Large Language Models – The Berkeley Artificial Intelligence Research Blog
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The structure of Ghostbuster, our new state-of-the-art method for detecting AI-generated text. Large language models like ChatGPT ...

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The Shift from Models to Compound AI Systems – The Berkeley Artificial Intelligence Research Blog
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AI caught everyone’s attention in 2023 with Large Language Models (LLMs) that can be instructed to perform general tasks, such as ...

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2024 BAIR Graduate Directory – The Berkeley Artificial Intelligence Research Blog
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Every year, the Berkeley Artificial Intelligence Research (BAIR) Lab graduates some of the most talented and innovative minds in artificial ...

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Modeling Extremely Large Images with xT – The Berkeley Artificial Intelligence Research Blog
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As computer vision researchers, we believe that every pixel can tell a story. However, there seems to be a writer’s block settling into ...

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