Topic: HardNet: Hard-Constrained Neural Networks with Universal Approximation Guarantees keywords: Constrained Networks Constraints aware learning Optimi…
2025-10-01
김현호
Topic: Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Keywords: Few shot learning Meta-learning Deep kernel Marginal likelihood Uncer…
2025.09.24
김주헌
Topic: Do Deep Neural Network Solutions Form A Star Domain keywords: Loss Surface Permutation Invariance Mode Connectivity Ensembling Reference: Son…
2025.09.17
유혜원
Topic: A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Keywords: Time Series Forecasting Transformer Patch Embedding Channel-In…
2025.09.11
김철규
Topic: Adaptive risk minimization: learning to adapt to domain shift keyworkds: Meta-learning Distribution shift Distributional robustness Test time ada…
2025.08.13.
이시우
Topic: Physics-informed neural nets for control of dynamical systems keywords: Process Control Discrete Nonlinear Model Predictive Control (NMPC) Physics…
김찬호
Topic : FedRIR: Rethinking Information Representation in Federated Learning Keywords Federated Learning Information Representation Information Distillatio…
2025.08.08.
김상원
Topic: Counterfactual Generative Networks keywords: Conterfactual images Structural Causal Model Causal modeling Invairant classifier Reference: A…
2025.08.01.
이형권
Topic: Learning differentiable solvers for systems with hard constraints keywords: Physics Informed Neural Networks Partial Deviative Equations Implicit …
2025.07.18.
Topic: Domain Generalization in Federated Learning keywords: Federated Learning Domain Generalization Invariant Representation Learning Conditional Mutu…
2025.05.30.
Topic: Offline Model-based Optimization keywords: Black-box optimization Trajectory generation Classifier-free guidance Diffusion probabilistic model …
2025.05.02.
Topic: Continuous Temporal Domain Generalization keywords: Temporal Domain Generalization Continuous Temporal Domain Generalization Koopman operator Mod…
2025.04.11
Topic: Temporal Fusion Transformers for Interpretable Multi-Horizon Time Series Forecasting Keywords: Transformers Time Series Forecasting Interpretabil…
2025.03.28
Topic: Converting tabular data into a 2D map of feature relationship Keywords: Tabular data Feature correlation Spatial proximity Optimal transport Int…
2025.03.12
Topic: Dynamic Curriculum Learning for Imbalanced Data Classification Keywords: Curriculum Learning Class Imbalance Sampling Strategy Triplet Loss R…
2024.07.31.
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