Search Results for author: Austin Huang

Found 4 papers, 1 papers with code

A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis

no code implementations24 Jul 2023 Izzeddin Gur, Hiroki Furuta, Austin Huang, Mustafa Safdari, Yutaka Matsuo, Douglas Eck, Aleksandra Faust

Pre-trained large language models (LLMs) have recently achieved better generalization and sample efficiency in autonomous web automation.

 Ranked #1 on on Mind2Web

Code Generation Denoising +3

Understanding HTML with Large Language Models

no code implementations8 Oct 2022 Izzeddin Gur, Ofir Nachum, Yingjie Miao, Mustafa Safdari, Austin Huang, Aakanksha Chowdhery, Sharan Narang, Noah Fiedel, Aleksandra Faust

We contribute HTML understanding models (fine-tuned LLMs) and an in-depth analysis of their capabilities under three tasks: (i) Semantic Classification of HTML elements, (ii) Description Generation for HTML inputs, and (iii) Autonomous Web Navigation of HTML pages.

Autonomous Web Navigation Retrieval

Sim2Real Docs: Domain Randomization for Documents in Natural Scenes using Ray-traced Rendering

1 code implementation16 Dec 2021 Nikhil Maddikunta, Huijun Zhao, Sumit Keswani, Alfy Samuel, Fu-Ming Guo, Nishan Srishankar, Vishwa Pardeshi, Austin Huang

In the past, computer vision systems for digitized documents could rely on systematically captured, high-quality scans.

Algorithm to Compilation Co-design: An Integrated View of Neural Network Sparsity

no code implementations16 Jun 2021 Fu-Ming Guo, Austin Huang

Integration of BSR operations enables the TVM runtime execution to leverage structured pattern sparsity induced by model regularization.

Language Modelling

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