Search Results for author: Adam Yala

Found 9 papers, 6 papers with code

LLM-grounded Video Diffusion Models

no code implementations29 Sep 2023 Long Lian, Baifeng Shi, Adam Yala, Trevor Darrell, Boyi Li

We show that LLMs are able to understand complex spatiotemporal dynamics from text alone and generate layouts that align closely with both the prompts and the object motion patterns typically observed in the real world.

Language Modelling Large Language Model +1

Conformal Language Modeling

1 code implementation16 Jun 2023 Victor Quach, Adam Fisch, Tal Schuster, Adam Yala, Jae Ho Sohn, Tommi S. Jaakkola, Regina Barzilay

Translating this process to conformal prediction, we calibrate a stopping rule for sampling different outputs from the LM that get added to a growing set of candidates until we are confident that the output set is sufficient.

Conformal Prediction Language Modelling +2

LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models

1 code implementation23 May 2023 Long Lian, Boyi Li, Adam Yala, Trevor Darrell

Our method significantly outperforms the base diffusion model and several strong baselines in accurately generating images according to prompts that require various capabilities, doubling the generation accuracy across four tasks on average.

Common Sense Reasoning Language Modelling +2

PEOPL: Characterizing Privately Encoded Open Datasets with Public Labels

no code implementations31 Mar 2023 Homa Esfahanizadeh, Adam Yala, Rafael G. L. D'Oliveira, Andrea J. D. Jaba, Victor Quach, Ken R. Duffy, Tommi S. Jaakkola, Vinod Vaikuntanathan, Manya Ghobadi, Regina Barzilay, Muriel Médard

Allowing organizations to share their data for training of machine learning (ML) models without unintended information leakage is an open problem in practice.

AI Gone Astray: Technical Supplement

1 code implementation1 Mar 2022 Janice Yang, Ludvig Karstens, Casey Ross, Adam Yala

This study is a technical supplement to "AI gone astray: How subtle shifts in patient data send popular algorithms reeling, undermining patient safety."

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