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implicit differentiation

45 papers

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Co-occurring keywords

hyperparameter optimization (406) bilevel optimization (194) differentiable optimization (51) automatic differentiation (77) variational inference (2069) spiking neural network (331) deep equilibrium model (30) energy-based model (251) bi-level optimization (149) graph neural network (3962)

Papers

Efficiently Escaping Saddle Points in Bilevel Optimization JMLR 2025
Learning Set Functions with Implicit Differentiation AAAI 2025
Taming Binarized Neural Networks and Mixed-Integer Programs AAAI 2024
Dynamic Spiking Graph Neural Networks AAAI 2024
SpikingBERT: Distilling BERT to Train Spiking Language Models Using Implicit Differentiation AAAI 2024
Unbiased learning of deep generative models with structured discrete representations NIPS 2023
Deep Equilibrium Non-Autoregressive Sequence Learning ACL 2023
Making Scalable Meta Learning Practical NIPS 2023
Global Convergence of Over-parameterized Deep Equilibrium Models AISTATS 2023
Adaptive Perturbation-Based Gradient Estimation for Discrete Latent Variable Models AAAI 2023
Revisiting Implicit Differentiation for Learning Problems in Optimal Control NIPS 2023
Geometric Random Walk Graph Neural Networks via Implicit Layers AISTATS 2023
Scalable Bayesian Meta-Learning through Generalized Implicit Gradients AAAI 2023
Nyström Method for Accurate and Scalable Implicit Differentiation AISTATS 2023
One-step differentiation of iterative algorithms NIPS 2023
Efficient and Modular Implicit Differentiation NIPS 2022
Non-Convex Bilevel Games with Critical Point Selection Maps NIPS 2022
Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation NIPS 2022
Implicit Differentiation for Fast Hyperparameter Selection in Non-Smooth Convex Learning JMLR 2022
End-to-end Stochastic Optimization with Energy-based Model NIPS 2022
Theseus: A Library for Differentiable Nonlinear Optimization NIPS 2022
Efficient Riemannian Meta-Optimization by Implicit Differentiation AAAI 2022
BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach NIPS 2022
A Unified Framework for Implicit Sinkhorn Differentiation CVPR 2022
Fair Representation Learning through Implicit Path Alignment ICML 2022