Mohammad Rostami
4 papers in the PaperMetrix corpus
Papers by this author
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Transfer of Knowledge through Collective Learning
2017 · Proceedings of the AAAI Conference on Artificial Intelligence
Learning fast and efficiently using minimal data has been consistently a challenge in machine learning. In my thesis, I explore this problem for knowledge transfer for multi-agent multi-task learning in a life-long learning paradigm. My …
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Domain Agnostic Prototypical Distribution for Unsupervised Model Adaptation
2020 · arXiv (Cornell University)
We develop an algorithm for adaptation of a classifier from a labeled source domain to an unlabeled target domain in a sequential learning setting. This problem has been studied extensively in unsupervised domain adaptation (UDA) …
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Low-Shot Learning for Fictional Claim Verification
2023 · arXiv (Cornell University)
In this paper, we study the problem of claim verification in the context of claims about fictional stories in a low-shot learning setting. To this end, we generate two synthetic datasets and then develop an …
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Dynamic Transformer Architecture for Continual Learning of Multimodal Tasks
2024 · arXiv (Cornell University)
Transformer neural networks are increasingly replacing prior architectures in a wide range of applications in different data modalities. The increasing size and computational demands of fine-tuning large pre-trained transformer neural networks pose significant challenges for …