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Cataloging academic journal articles and pre-prints with associated code repositories.

Latest Articles

Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning

Published on Sept. 11, 2024 in arXiv

Abstract: In our ever-evolving world, new data exhibits a long-tailed distribution, such as e-commerce platform reviews. This necessitates continuous model learning imbalanced data without forgetting, addressing the challenge of long-tailed class-incremental …

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SUPER: Evaluating Agents on Setting Up and Executing Tasks from Research Repositories

Published on Sept. 11, 2024 in arXiv

Abstract: Given that Large Language Models (LLMs) have made significant progress in writing code, can they now be used to autonomously reproduce results from research repositories? Such a capability would be …

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"My Grade is Wrong!": A Contestable AI Framework for Interactive Feedback in Evaluating Student Essays

Published on Sept. 11, 2024 in arXiv

Abstract: Interactive feedback, where feedback flows in both directions between teacher and student, is more effective than traditional one-way feedback. However, it is often too time-consuming for widespread use in educational …

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Introducing Perturb-ability Score (PS) to Enhance Robustness Against Evasion Adversarial Attacks on ML-NIDS

Published on Sept. 11, 2024 in arXiv

Abstract: This paper proposes a novel Perturb-ability Score (PS) that can be used to identify Network Intrusion Detection Systems (NIDS) features that can be easily manipulated by attackers in the problem-space. …

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Asymptotics of Stochastic Gradient Descent with Dropout Regularization in Linear Models

Published on Sept. 11, 2024 in arXiv

Abstract: This paper proposes an asymptotic theory for online inference of the stochastic gradient descent (SGD) iterates with dropout regularization in linear regression. Specifically, we establish the geometric-moment contraction (GMC) for …

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