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gradient-based optimization

191 papers

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adversarial attack (1599) gradient descent (1143) large language model (12755) few-shot learning (3390) neural network (6616) hyperparameter optimization (405) neural architecture search (665) gradient optimization (57) discrete optimization (145) multi-objective optimization (357)

Papers

Differentiable Multi-Target Causal Bayesian Experimental Design ICML 2023
One-Shot Model for Mixed-Precision Quantization CVPR 2023
The Dynamics of Sharpness-Aware Minimization: Bouncing Across Ravines and Drifting Towards Wide Minima JMLR 2023
DiffVL: Scaling Up Soft Body Manipulation using Vision-Language Driven Differentiable Physics NIPS 2023
Hierarchical-Hyperplane Kernels for Actively Learning Gaussian Process Models of Nonstationary Systems AISTATS 2023
Understanding In-Context Learning via Supportive Pretraining Data ACL 2023
First-Order Convex Fitting and Its Application to Economics and Optimization AAAI 2022
AdapterShare: Task Correlation Modeling with Adapter Differentiation EMNLP 2022
The Importance of Being Parameters: An Intra-Distillation Method for Serious Gains EMNLP 2022
A Flexible Meta Learning Model for Image Registration MIDL 2022
Differentiable Causal Discovery Under Latent Interventions CLEAR 2022
Closed-Form Diffeomorphic Transformations for Time Series Alignment ICML 2022
Learngene: From Open-World to Your Learning Task AAAI 2022
Module-Aware Optimization for Auxiliary Learning NIPS 2022
Vision Transformers provably learn spatial structure NIPS 2022
Unifying and Boosting Gradient-Based Training-Free Neural Architecture Search NIPS 2022
Rethinking Optimization with Differentiable Simulation from a Global Perspective CORL 2022
Neural Architecture Search for Efficient Uncalibrated Deep Photometric Stereo WACV 2022
Fast Aquatic Swimmer Optimization with Differentiable Projective Dynamics and Neural Network Hydrodynamic Models ICML 2022
Supervised Learning with General Risk Functionals ICML 2022
On Implicit Bias in Overparameterized Bilevel Optimization ICML 2022
When AUC meets DRO: Optimizing Partial AUC for Deep Learning with Non-Convex Convergence Guarantee ICML 2022
Complex Query Answering with Neural Link Predictors (Extended Abstract)* IJCAI 2022
TextHoaxer: Budgeted Hard-Label Adversarial Attacks on Text AAAI 2022
Leaping through Time with Gradient-Based Adaptation for Recommendation AAAI 2022