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Author: Ritwik Gupta

Whole-Body Conditioned Egocentric Video Prediction
Categories Machine Learning

Whole-Body Conditioned Egocentric Video Prediction

  • By Ritwik Gupta
  • November 9, 2025

× Predicting Ego-centric Video from human Actions (PEVA). Given past video frames and an action specifying a desired change in 3D pose, PEVA predicts…

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What exactly does word2vec learn?
Categories Machine Learning

What exactly does word2vec learn?

  • By Ritwik Gupta
  • November 8, 2025

What exactly does word2vec learn, and how? Answering this question amounts to understanding representation learning in a minimal yet interesting language modeling task. Despite…

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RL without TD learning
Categories Machine Learning

RL without TD learning

  • By Ritwik Gupta
  • November 7, 2025

In this post, I’ll introduce a reinforcement learning (RL) algorithm based on an “alternative” paradigm: divide and conquer. Unlike traditional methods, this algorithm is…

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Abdus Salam Azad
Categories Machine Learning

2024 BAIR Graduate Directory

  • By Ritwik Gupta
  • September 3, 2025

Every year, the Berkeley Artificial Intelligence Research (BAIR) Lab graduates some of the most talented and innovative minds in artificial intelligence and machine learning.…

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Categories Machine Learning

Modeling Extremely Large Images with xT

  • By Ritwik Gupta
  • September 1, 2025

As computer vision researchers, we believe that every pixel can tell a story. However, there seems to be a writer’s block settling into the…

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Categories Machine Learning

TinyAgent: Function Calling at the Edge

  • By Ritwik Gupta
  • August 31, 2025

The ability of LLMs to execute commands through plain language (e.g. English) has enabled agentic systems that can complete a user query by orchestrating…

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Categories Machine Learning

Are We Ready for Multi-Image Reasoning? Launching VHs: The Visual Haystacks Benchmark!

  • By Ritwik Gupta
  • August 30, 2025

Humans excel at processing vast arrays of visual information, a skill that is crucial for achieving artificial general intelligence (AGI). Over the decades, AI…

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How to Evaluate Jailbreak Methods: A Case Study with the StrongREJECT Benchmark
Categories Machine Learning

How to Evaluate Jailbreak Methods: A Case Study with the StrongREJECT Benchmark

  • By Ritwik Gupta
  • August 29, 2025

When we began studying jailbreak evaluations, we found a fascinating paper claiming that you could jailbreak frontier LLMs simply by translating forbidden prompts into…

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Categories Machine Learning

Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination

  • By Ritwik Gupta
  • August 28, 2025

Sample language model responses to different varieties of English and native speaker reactions. ChatGPT does amazingly well at communicating with people in English. But…

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Categories Machine Learning

Virtual Personas for Language Models via an Anthology of Backstories

  • By Ritwik Gupta
  • August 26, 2025

<!– We introduce Anthology, a method for conditioning LLMs to representative, consistent, and diverse virtual personas by generating and utilizing naturalistic backstories with rich…

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