Datasets › Cornell

Cornell

archive 2025-07-28

The archive carries no description for this dataset.

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Node Classification Cornell RDGNN-I Accuracy 92.72 ± 5.88 Graph Neural Reaction Diffusion Models — 60 Compare
Robotic Grasping Cornell Grasp Dataset grasp_det_seg_cnn (rgb only, IW split) 5 fold cross validation 98.2 End-to-end Trainable Deep Neural Network for Robotic... stefan-ainetter/grasp_det_seg_cnn 7 Compare

Papers archive 2025-07-28

30 shown of 51 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 54. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
DeltaGNN: Graph Neural Network with Information Flow Control 1 1 10 Jan 2025 not harvested
Heterophilic Graph Neural Networks Optimization with Causal Message-passing 0 1 21 Nov 2024 not harvested
UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in Node Classification Tasks 1 1 28 Jul 2024 not harvested
The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs 1 1 18 Jun 2024 not harvested
Graph Neural Reaction Diffusion Models 0 1 16 Jun 2024 not harvested
Transfer Entropy in Graph Convolutional Neural Networks 1 1 8 Jun 2024 not harvested
Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphs 1 1 31 May 2024 not harvested
Graph Neural Aggregation-diffusion with Metastability 0 1 29 Mar 2024 not harvested
Learn from Heterophily: Heterophilous Information-enhanced Graph Neural Network 1 1 26 Mar 2024 not harvested
Refining Latent Homophilic Structures over Heterophilic Graphs for Robust Graph Convolution Networks 0 1 27 Dec 2023 not harvested
GraphRARE: Reinforcement Learning Enhanced Graph Neural Network with Relative Entropy 0 1 15 Dec 2023 not harvested
CAT: A Causally Graph Attention Network for Trimming Heterophilic Graph 1 1 14 Dec 2023 not harvested
Breaking the Entanglement of Homophily and Heterophily in Semi-supervised Node Classification 0 1 7 Dec 2023 not harvested
Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity 3 1 18 Aug 2023 ran 5 of 26 samples (21 unverified)
UniG-Encoder: A Universal Feature Encoder for Graph and Hypergraph Node Classification 1 1 3 Aug 2023 not harvested
Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters 1 1 29 Jun 2023 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Self-attention Dual Embedding for Graphs with Heterophily 0 1 28 May 2023 not harvested
GCNH: A Simple Method For Representation Learning On Heterophilous Graphs 1 1 21 Apr 2023 not harvested
Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing 1 1 3 Feb 2023 ran 1 of 10 samples (9 unverified)
Beyond Homophily with Graph Echo State Networks 0 1 27 Oct 2022 not harvested
Revisiting Heterophily For Graph Neural Networks 1 8 14 Oct 2022 ran 2 of 7 samples (5 unverified)
Make Heterophily Graphs Better Fit GNN: A Graph Rewiring Approach 0 1 17 Sep 2022 not harvested
Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network 1 1 20 Jul 2022 not harvested
Sheaf Neural Networks with Connection Laplacians 1 1 17 Jun 2022 not harvested
DiffWire: Inductive Graph Rewiring via the Lovász Bound 2 2 15 Jun 2022 not harvested
Universal Deep GNNs: Rethinking Residual Connection in GNNs from a Path Decomposition Perspective for Preventing the Over-smoothing 0 1 30 May 2022 not harvested
Finding Global Homophily in Graph Neural Networks When Meeting Heterophily 1 2 15 May 2022 not harvested
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs 1 3 9 Feb 2022 ran 0 of 1 samples (1 unverified)
Understanding over-squashing and bottlenecks on graphs via curvature 4 1 29 Nov 2021 ran 0 of 5 samples (5 unverified)
CN-Motifs Perceptive Graph Neural Networks 0 1 15 Nov 2021 not harvested

The full list of 51 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

Variants archive 2025-07-28

  • Cornell Grasp Dataset

1 variant name, as the archive lists them.

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