Methods › General › Robust Training › DEQ

Deep Equilibrium Models

DEQ

42 papers tagged archive 2025-07-28

Introduced by Shaojie Bai et al. in Deep Equilibrium Models

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

30 shown of 42, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Deep Equilibrium models for Poisson Imaging Inverse problems via Mirror Descent
  15 Jul 2025 · 1 repository · arXiv:2507.11461
• Restarted contractive operators to learn at equilibrium
  16 Jun 2025 · 0 repositories · arXiv:2506.13239
• DDEQs: Distributional Deep Equilibrium Models through Wasserstein Gradient Flows
  3 Mar 2025 · 1 repository · arXiv:2503.01140
• Neural Cellular Automata and Deep Equilibrium Models
  7 Jan 2025 · 0 repositories · arXiv:2501.03573
• A Peaceman-Rachford Splitting Approach with Deep Equilibrium Network for Channel Estimation
  31 Oct 2024 · 1 repository · arXiv:2410.23752
• Understanding Representation of Deep Equilibrium Models from Neural Collapse Perspective
  30 Oct 2024 · 0 repositories · arXiv:2410.23391
• Infusing Self-Consistency into Density Functional Theory Hamiltonian Prediction via Deep Equilibrium Models
  6 Jun 2024 · 1 repository · arXiv:2406.03794
  Syntology ran 10 of 14 samples · 4 unverified · 14 pointer-only (licence)
• Positive concave deep equilibrium models
  6 Feb 2024 · 1 repository · arXiv:2402.04029
• Deep Equilibrium Models are Almost Equivalent to Not-so-deep Explicit Models for High-dimensional Gaussian Mixtures
  5 Feb 2024 · 1 repository · arXiv:2402.02697
  Syntology ran 11 of 14 samples · 3 unverified · 14 pointer-only (licence)
• One-Step Diffusion Distillation via Deep Equilibrium Models
  12 Dec 2023 · 1 repository · arXiv:2401.08639
  Syntology ran 4 of 6 samples · 2 unverified
• Accelerating Hopfield Network Dynamics: Beyond Synchronous Updates and Forward Euler
  27 Nov 2023 · 2 repositories · arXiv:2311.15673
• Deep Equilibrium Diffusion Restoration with Parallel Sampling
  20 Nov 2023 · 1 repository · arXiv:2311.11600
  Syntology ran 19 of 22 samples · 3 unverified · 22 pointer-only (licence)
• TorchDEQ: A Library for Deep Equilibrium Models
  28 Oct 2023 · 1 repository · arXiv:2310.18605
  Syntology ran 7 of 13 samples · 6 unverified
• On the Neural Tangent Kernel of Equilibrium Models
  21 Oct 2023 · 0 repositories · arXiv:2310.14062
• Wide Neural Networks as Gaussian Processes: Lessons from Deep Equilibrium Models
  16 Oct 2023 · 0 repositories · arXiv:2310.10767
• Deep Equilibrium Object Detection
  18 Aug 2023 · 1 repository · arXiv:2308.09564
  Syntology ran 7 of 7 samples · 0 unverified · 7 pointer-only (licence)
• Revisiting Implicit Models: Sparsity Trade-offs Capability in Weight-tied Model for Vision Tasks
  16 Jul 2023 · 0 repositories · arXiv:2307.08013
• Deep Equilibrium Multimodal Fusion
  29 Jun 2023 · 0 repositories · arXiv:2306.16645
• A Closer Look at the Adversarial Robustness of Deep Equilibrium Models
  2 Jun 2023 · 1 repository · arXiv:2306.01429
• Improving Adversarial Robustness of DEQs with Explicit Regulations Along the Neural Dynamics
  2 Jun 2023 · 1 repository · arXiv:2306.01435
  Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
• Deep Equilibrium Models Meet Federated Learning
  29 May 2023 · 0 repositories · arXiv:2305.18646
• Lyapunov-Stable Deep Equilibrium Models
  25 Apr 2023 · 0 repositories · arXiv:2304.12707
• Efficient Training of Deep Equilibrium Models
  23 Apr 2023 · 1 repository · arXiv:2304.11663
  Syntology ran 5 of 8 samples · 3 unverified · 2 pointer-only (licence)
• Recurrence without Recurrence: Stable Video Landmark Detection with Deep Equilibrium Models
  2 Apr 2023 · 1 repository · arXiv:2304.00600
  Syntology ran 6 of 10 samples · 4 unverified · 10 pointer-only (licence)
• Deep Equilibrium Learning of Explicit Regularizers for Imaging Inverse Problems
  9 Mar 2023 · 1 repository · arXiv:2303.05386
• Deep equilibrium models as estimators for continuous latent variables
  11 Nov 2022 · 1 repository · arXiv:2211.05943
• Robustness of Deep Equilibrium Architectures to Changes in the Measurement Model
  1 Nov 2022 · 0 repositories · arXiv:2211.00531
• Deep Equilibrium Approaches to Diffusion Models
  23 Oct 2022 · 1 repository · arXiv:2210.12867
  Syntology ran 1 of 1 samples · 0 unverified
• Self-Supervised Deep Equilibrium Models for Inverse Problems with Theoretical Guarantees
  7 Oct 2022 · 0 repositories · arXiv:2210.03837
• Online Deep Equilibrium Learning for Regularization by Denoising
  25 May 2022 · 1 repository · arXiv:2205.13051

Tasks archive 2025-07-28

20 shown of 29 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections