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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

Efficient Riemannian Meta-Optimization by Implicit Differentiation AAAI 2022
Gradient-based Constrained Sampling from Language Models EMNLP 2022
On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation NIPS 2022
Multi-Objective Deep Learning with Adaptive Reference Vectors NIPS 2022
Inverse Design for Fluid-Structure Interactions using Graph Network Simulators NIPS 2022
DOTS: Decoupling Operation and Topology in Differentiable Architecture Search CVPR 2021
Differentiable Spline Approximations NIPS 2021
4D Cloud Scattering Tomography ICCV 2021
PiRank: Scalable Learning To Rank via Differentiable Sorting NIPS 2021
RoMA: Robust Model Adaptation for Offline Model-based Optimization NIPS 2021
Meta Navigator: Search for a Good Adaptation Policy for Few-Shot Learning ICCV 2021
Parameter Inference with Bifurcation Diagrams NIPS 2021
Distance-Aware Quantization ICCV 2021
EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization NIPS 2021
Online Continual Learning With Natural Distribution Shifts: An Empirical Study With Visual Data ICCV 2021
A Lazy Approach to Long-Horizon Gradient-Based Meta-Learning ICCV 2021
GradTS: A Gradient-Based Automatic Auxiliary Task Selection Method Based on Transformer Networks EMNLP 2021
Successive Halving Top-k Operator AAAI 2021
Reserve Price Optimization for First Price Auctions in Display Advertising ICML 2021
Gradient-based optimization for multi-resource spatial coverage problems UAI 2021
Multi-Objective Meta Learning NIPS 2021
Gradient-based Adversarial Attacks against Text Transformers EMNLP 2021
Pareto Domain Adaptation NIPS 2021
It’s Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners NAACL 2021
Robustness and scalability under heavy tails, without strong convexity AISTATS 2021