This article explores the impact of attacks on machine learning models and defensive strategies.
Ivan Sabolić, Ivan Grubišić, Siniša Šegvić
― 7 min read
Computer Science - Machine Learning
RSSLogit Scaling enhances out-of-distribution data detection without training data.
Andrija Djurisic, Rosanne Liu, Mladen Nikolic
― 6 min read
AGRO offers a new method for efficient planning in uncertain environments.
Aron Brenner, Rahman Khorramfar, Jennifer Sun
― 5 min read
Explore how technology predicts outcomes and assists in decision-making.
Ziyu Li, Wenjie Zhao, Asterios Katsifodimos
― 6 min read
Study assesses the creation and evaluation of synthetic satellite images.
Tuong Vy Nguyen, Johannes Hoster, Alexander Glaser
― 10 min read
A new Bayesian approach enhances modeling of complex systems and their dynamics.
Max D. Champneys, Timothy J. Rogers
― 4 min read
SOOD-ImageNet addresses challenges in computer vision related to changing image meanings.
Alberto Bacchin, Davide Allegro, Stefano Ghidoni
― 6 min read
Participants tackled complex robotics tasks at the AI Olympics using advanced techniques.
Marco Calì, Alberto Sinigaglia, Niccolò Turcato
― 6 min read
SwipeRx uses AI for personalized pharmacy recommendations and improved patient care.
Ana Fernández del Río, Michael Brennan Leong, Paulo Saraiva
― 5 min read
CARIn framework adapts deep learning models for optimal performance on mobile devices.
Ioannis Panopoulos, Stylianos I. Venieris, Iakovos S. Venieris
― 6 min read
Introducing a model that improves image retrieval by incorporating uncertainty.
Danilo Dordevic, Suryansh Kumar
― 6 min read
A new method enhances active learning in graph-based tasks with limited labeling.
Yuanchen Wu, Yubai Yuan
― 5 min read
A new method enhances recommendations by considering diverse user interests.
Shilong Bao, Qianqian Xu, Zhiyong Yang
― 5 min read
MarS leverages generative models to simulate realistic financial market scenarios.
Junjie Li, Yang Liu, Weiqing Liu
― 13 min read
Introducing new quantum neural networks that adapt and learn from changing data.
Alejandro Mayorga, Alexander Yuan, Andrew Yuan
― 4 min read
Generative models create diverse training data, enhancing robot adaptability.
Zoey Chen, Zhao Mandi, Homanga Bharadhwaj
― 7 min read
aTENNuate offers efficient real-time enhancement of speech signals, improving communication clarity.
Yan Ru Pei, Ritik Shrivastava, FNU Sidharth
― 5 min read
Using neural networks to improve the design of 3D-printed shells for better performance.
Samuel Silverman, Kelsey L. Snapp, Keith A. Brown
― 7 min read
New method enhances long-term wind power forecasts using turbine locations and climate data.
Nina Effenberger, Nicole Ludwig
― 6 min read
VERTECS explores ancient cosmic light to reveal star and galaxy evolution.
Keenan A. A. Chatar, Ezra Fielding, Kei Sano
― 6 min read
Examining how regularization techniques affect machine learning's ability to handle unknown inputs.
Zachary Rabin, Jim Davis, Benjamin Lewis
― 6 min read
AIvril enhances RTL code generation through automated syntax checking and functional verification.
Mubashir ul Islam, Humza Sami, Pierre-Emmanuel Gaillardon
― 5 min read
A new framework enhances social media data analysis for better user insights.
Zhicheng Ren, Zhiping Xiao, Yizhou Sun
― 6 min read
A look at new methods for solving complex optimization challenges in machine learning.
Yuyang Deng, Fuli Qiao, Mehrdad Mahdavi
― 6 min read
A new method improves how models learn from images and text.
Dominykas Seputis, Serghei Mihailov, Soham Chatterjee
― 5 min read
Essential steps for submitting papers to the NeurIPS 2024 conference.
Zemian Ke, Haocheng Duan, Sean Qian
― 5 min read
LOCO Edit allows precise image edits without additional training.
Siyi Chen, Huijie Zhang, Minzhe Guo
― 5 min read
New error bounds improve GPR's reliability in safety-sensitive fields.
Robert Reed, Luca Laurenti, Morteza Lahijanian
― 6 min read
Learn how new methods enhance weight-ensembling in machine learning.
Alex Rojas, David Alvarez-Melis
― 5 min read
RoLoRA enhances federated learning with robust fine-tuning and efficient communication.
Shuangyi Chen, Yue Ju, Hardik Dalal
― 5 min read
A new method for enhancing k-NN retrieval accuracy and efficiency.
Sepanta Zeighami, Zac Wellmer, Aditya Parameswaran
― 5 min read
Researching how to learn operators and handle errors effectively in function spaces.
Unique Subedi, Ambuj Tewari
― 6 min read
A new model merges diffusion processes and transformers for better time series analysis.
Defu Cao, Wen Ye, Yizhou Zhang
― 7 min read
A new approach enhances predictions of dynamic systems by incorporating memory.
Ricardo Buitrago Ruiz, Tanya Marwah, Albert Gu
― 5 min read
A new method enhances understanding of feature importance in machine learning.
Daniel de Marchi, Michael Kosorok, Scott de Marchi
― 9 min read
K-Origins improves color assessment in neural networks for enhanced image analysis.
Lewis Mason, Mark Martinez
― 6 min read
Discover how stochastic L-systems simulate realistic plant growth patterns.
Ali Lotfi, Ian McQuillan
― 5 min read
NoiseAttack alters multiple classes in backdoor attacks using subtle noise patterns.
Abdullah Arafat Miah, Kaan Icer, Resit Sendag
― 6 min read
Study reveals how language models forget skills inconsistently across tasks.
Eric Zhang, Leshem Chosen, Jacob Andreas
― 7 min read
A fresh approach to improve model accuracy by identifying low-quality data sources.
Haoyuan Li, Mathias Funk, Nezihe Merve Gürel
― 5 min read