Methods › Computer Vision › Backbone Architectures › Deep Sets

Deep Sets

35 papers tagged archive 2025-07-28

Introduced by Manzil Zaheer et al. in Deep Sets

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

The archive carries no description for this method.

Papers archive 2025-07-28

30 shown of 35, 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.

• Hybrid Adaptive Modeling in Process Monitoring: Leveraging Sequence Encoders and Physics-Informed Neural Networks
  20 May 2025 · 0 repositories · arXiv:2505.14252
• SetONet: A Deep Set-based Operator Network for Solving PDEs with permutation invariant variable input sampling
  7 May 2025 · 0 repositories · arXiv:2505.04738
• Quantum Deep Sets and Sequences
  3 Apr 2025 · 0 repositories · arXiv:2504.02241
• Aggregation Schemes for Single-Vector WSI Representation Learning in Digital Pathology
  29 Jan 2025 · 0 repositories · arXiv:2501.17822
• Stacking Deep Set Networks and Pooling by Quantiles
  21 Jul 2024 · 1 repository
• Consensus Learning with Deep Sets for Essential Matrix Estimation
  25 Jun 2024 · 1 repository · arXiv:2406.17414
• On permutation-invariant neural networks
  26 Mar 2024 · 0 repositories · arXiv:2403.17410
• Moments of Clarity: Streamlining Latent Spaces in Machine Learning using Moment Pooling
  13 Mar 2024 · 2 repositories · arXiv:2403.08854
• Uniform 𝒞ᵏ Approximation of G-Invariant and Antisymmetric Functions, Embedding Dimensions, and Polynomial Representations
  2 Mar 2024 · 0 repositories · arXiv:2403.01339
• Ultrafast jet classification on FPGAs for the HL-LHC
  2 Feb 2024 · 1 repository · arXiv:2402.01876
  Syntology ran 5 of 7 samples · 2 unverified
• MolSets: Molecular Graph Deep Sets Learning for Mixture Property Modeling
  27 Dec 2023 · 1 repository · arXiv:2312.16473
• Universal Representation of Permutation-Invariant Functions on Vectors and Tensors
  20 Oct 2023 · 0 repositories · arXiv:2310.13829
• EPiC-ly Fast Particle Cloud Generation with Flow-Matching and Diffusion
  29 Sep 2023 · 0 repositories · arXiv:2310.00049
• Techniques to Improve Neural Math Word Problem Solvers
  6 Feb 2023 · 1 repository · arXiv:2302.03145
• EPiC-GAN: Equivariant Point Cloud Generation for Particle Jets
  17 Jan 2023 · 1 repository · arXiv:2301.08128
  Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
• Graph Neural Networks with Adaptive Readouts
  9 Nov 2022 · 1 repository · arXiv:2211.04952
  Syntology ran 1 of 2 samples · 1 unverified
• Bayesian Convolutional Deep Sets with Task-Dependent Stationary Prior
  22 Oct 2022 · 0 repositories · arXiv:2210.12363
• Set Norm and Equivariant Skip Connections: Putting the Deep in Deep Sets
  23 Jun 2022 · 1 repository · arXiv:2206.11925
  Syntology ran 1 of 2 samples · 1 unverified
• Policy Architectures for Compositional Generalization in Control
  10 Mar 2022 · 0 repositories · arXiv:2203.05960
• DuMLP-Pin: A Dual-MLP-dot-product Permutation-invariant Network for Set Feature Extraction
  8 Mar 2022 · 1 repository · arXiv:2203.04007
• On the Representation Power of Set Pooling Networks
  1 Dec 2021 · 0 repositories
• Particle Convolution for High Energy Physics
  5 Jul 2021 · 0 repositories · arXiv:2107.02908
• Universal Approximation of Functions on Sets
  5 Jul 2021 · 0 repositories · arXiv:2107.01959
• You are AllSet: A Multiset Function Framework for Hypergraph Neural Networks
  24 Jun 2021 · 1 repository · arXiv:2106.13264
  Syntology ran 0 of 1 samples · 1 unverified
• Neural-Swarm2: Planning and Control of Heterogeneous Multirotor Swarms using Learned Interactions
  10 Dec 2020 · 0 repositories · arXiv:2012.05457
• Deep Reinforcement Learning for Resource Constrained Multiclass Scheduling in Wireless Networks
  27 Nov 2020 · 0 repositories · arXiv:2011.13634
• Pointer Graph Networks
  11 Jun 2020 · 0 repositories · arXiv:2006.06380
• SpatialSim: Recognizing Spatial Configurations of Objects with Graph Neural Networks
  9 Apr 2020 · 0 repositories · arXiv:2004.04546
• Deep Sets for Generalization in RL
  20 Mar 2020 · 0 repositories · arXiv:2003.09443
• On Learning Sets of Symmetric Elements
  20 Feb 2020 · 2 repositories · arXiv:2002.08599
  Syntology ran 0 of 1 samples · 1 unverified

Tasks archive 2025-07-28

20 shown of 47 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