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Learning Theory

Learning theory

Papers

Showing 251275 of 852 papers

TitleStatusHype
Towards Low-Barrier Cybersecurity Research and Education for Industrial Control Systems0
Improved learning theory for kernel distribution regression with two-stage samplingCode0
Sample Complexity of Robust Learning against Evasion Attacks0
Learning in Cooperative Multiagent Systems Using Cognitive and Machine ModelsCode0
Large Language Models at Work in China's Labor Market0
Globe230k: A Benchmark Dense-Pixel Annotation Dataset for Global Land Cover Mapping0
A deep deformable residual learning network for SAR images segmentation0
When Deep Learning Meets Multi-Task Learning in SAR ATR: Simultaneous Target Recognition and Segmentation0
A Strategic Framework for Optimal Decisions in Football 1-vs-1 Shot-Taking Situations: An Integrated Approach of Machine Learning, Theory-Based Modeling, and Game TheoryCode0
Learning invariant representations of time-homogeneous stochastic dynamical systemsCode0
Enhancing Pattern Classification in Support Vector Machines through Matrix Formulation0
Generalization within in silico screening0
Credit Assignment: Challenges and Opportunities in Developing Human-like AI Agents0
Properly Learning Decision Trees with Queries Is NP-Hard0
A Combinatorial Characterization of Supervised Online Learnability0
Stability and Generalization of Stochastic Compositional Gradient Descent Algorithms0
Learning Theory of Distribution Regression with Neural Networks0
Transgressing the boundaries: towards a rigorous understanding of deep learning and its (non-)robustness0
Neural Hilbert Ladders: Multi-Layer Neural Networks in Function Space0
The Shaped Transformer: Attention Models in the Infinite Depth-and-Width Limit0
Exponential separations between classical and quantum learners0
Graph Neural Networks Provably Benefit from Structural Information: A Feature Learning Perspective0
A primal-dual data-driven method for computational optical imaging with a photonic lanternCode0
Exact Count of Boundary Pieces of ReLU Classifiers: Towards the Proper Complexity Measure for Classification0
Learning to Defend by Attacking (and Vice-Versa): Transfer of Learning in Cybersecurity Games0
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