Search Results for author: Aayush Mishra

Found 6 papers, 2 papers with code

Source-Free and Image-Only Unsupervised Domain Adaptation for Category Level Object Pose Estimation

no code implementations19 Jan 2024 Prakhar Kaushik, Aayush Mishra, Adam Kortylewski, Alan Yuille

We focus on individual locally robust mesh vertex features and iteratively update them based on their proximity to corresponding features in the target domain even when the global pose is not correct.

Pose Estimation Unsupervised Domain Adaptation

Revisiting the Hypothesis: Do pretrained Transformers Learn In-Context by Gradient Descent?

no code implementations12 Oct 2023 Lingfeng Shen, Aayush Mishra, Daniel Khashabi

We observe that ICL and GD have different sensitivity to the order in which they observe demonstrations.

In-Context Learning

Stress Testing Chain-of-Thought Prompting for Large Language Models

no code implementations28 Sep 2023 Aayush Mishra, Karan Thakkar

This report examines the effectiveness of Chain-of-Thought (CoT) prompting in improving the multi-step reasoning abilities of large language models (LLMs).

DECODE: Data-driven Energy Consumption Prediction leveraging Historical Data and Environmental Factors in Buildings

no code implementations6 Sep 2023 Aditya Mishra, Haroon R. Lone, Aayush Mishra

In summary, our research contributes to energy prediction by offering a robust LSTM model that outperforms alternative methods and operates with remarkable efficiency, generalizability, and reliability.

energy management Management

Repeated Environment Inference for Invariant Learning

1 code implementation26 Jul 2022 Aayush Mishra, Anqi Liu

The EI step uses a reference model which focuses on spurious correlations to efficiently reach a good environment partition.

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