conftrace_

deep equilibrium model

30 papers

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Also known as

DEQ

Co-occurring keywords

neural network (6616) fixed point (30) implicit model (35) image classification (1944) representation learning (6206) implicit neural network (17) fixed point iteration (14) inverse problem (240) implicit differentiation (45) neural network optimization (1293)

Papers

Implicit vs Unfolded Graph Neural Networks JMLR 2025
Local Scale Equivariance with Latent Deep Equilibrium Canonicalizer ICCV 2025
Separation and Bias of Deep Equilibrium Models on Expressivity and Learning Dynamics NIPS 2024
Deep Equilibrium Algorithmic Reasoning NIPS 2024
DeltaDEQ: Exploiting Heterogeneous Convergence for Accelerating Deep Equilibrium Iterations NIPS 2024
Infusing Self-Consistency into Density Functional Theory Hamiltonian Prediction via Deep Equilibrium Models NIPS 2024
Certified Robustness for Deep Equilibrium Models via Serialized Random Smoothing NIPS 2024
Understanding Representation of Deep Equilibrium Models from Neural Collapse Perspective NIPS 2024
Lyapunov-Stable Deep Equilibrium Models AAAI 2024
Quantum Deep Equilibrium Models NIPS 2024
Fixed points of nonnegative neural networks JMLR 2024
Recurrence Without Recurrence: Stable Video Landmark Detection With Deep Equilibrium Models CVPR 2023
Improving Adversarial Robustness of Deep Equilibrium Models with Explicit Regulations Along the Neural Dynamics ICML 2023
DualRefine: Self-Supervised Depth and Pose Estimation Through Iterative Epipolar Sampling and Refinement Toward Equilibrium CVPR 2023
Two Sides of The Same Coin: Bridging Deep Equilibrium Models and Neural ODEs via Homotopy Continuation NIPS 2023
One-Step Diffusion Distillation via Deep Equilibrium Models NIPS 2023
GEQ: Gaussian Kernel Inspired Equilibrium Models NIPS 2023
Equilibrium Point Learning ACML 2023
Deep equilibrium models as estimators for continuous latent variables AISTATS 2023
Global Convergence of Over-parameterized Deep Equilibrium Models AISTATS 2023
Deep Equilibrium Object Detection ICCV 2023
Exploiting Connections between Lipschitz Structures for Certifiably Robust Deep Equilibrium Models NIPS 2023
Deep Equilibrium Models for Snapshot Compressive Imaging AAAI 2023
A Closer Look at the Adversarial Robustness of Deep Equilibrium Models NIPS 2022
CerDEQ: Certifiable Deep Equilibrium Model ICML 2022