conftrace_

stability analysis

77 papers

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Co-occurring keywords

generalization bound (652) stochastic gradient descent (1091) dynamical system (398) pairwise learning (31) neural network (6616) metric learning (1190) learning theory (519) lyapunov function (37) game theory (854) convex optimization (1321)

Papers

Transformers as Algorithms: Generalization and Stability in In-context Learning ICML 2023
Are Neural Topic Models Broken? EMNLP 2022
Robust Graph Neural Networks via Probabilistic Lipschitz Constraints L4DC 2022
RNNs of RNNs: Recursive Construction of Stable Assemblies of Recurrent Neural Networks NIPS 2022
Stability-Driven Contact Reconstruction From Monocular Color Images CVPR 2022
A Piecewise Learning Framework for Control of Unknown Nonlinear Systems with Stability Guarantees L4DC 2022
Optimality and Stability in Non-Convex Smooth Games JMLR 2022
coVariance Neural Networks NIPS 2022
On the Sensitivity and Stability of Model Interpretations in NLP ACL 2022
Convergence and Stability of the Stochastic Proximal Point Algorithm with Momentum L4DC 2022
The alignment property of SGD noise and how it helps select flat minima: A stability analysis NIPS 2022
Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning NIPS 2021
Chance-constrained quasi-convex optimization with application to data-driven switched systems control L4DC 2021
The Impact of Data on the Stability of Learning-Based Control L4DC 2021
Certifying Incremental Quadratic Constraints for Neural Networks via Convex Optimization L4DC 2021
Neural Lyapunov Redesign L4DC 2021
Stability and Differential Privacy of Stochastic Gradient Descent for Pairwise Learning with Non-Smooth Loss AISTATS 2021
Learning Stable Deep Dynamics Models for Partially Observed or Delayed Dynamical Systems NIPS 2021
Generalization Guarantee of SGD for Pairwise Learning NIPS 2021
Stability and Generalization of Decentralized Stochastic Gradient Descent AAAI 2021
AMU-EURANOVA at CASE 2021 Task 1: Assessing the stability of multilingual BERT ACL 2021
CluHTM - Semantic Hierarchical Topic Modeling based on CluWords ACL 2020
Nonlinear Model Predictive Control of Robotic Systems with Control Lyapunov Functions RSS 2020
PLLay: Efficient Topological Layer based on Persistent Landscapes NIPS 2020
A Closer Look at the Training Strategy for Modern Meta-Learning NIPS 2020