Methods › Graphs › Graph Representation Learning › AWARE
Attentive Walk-Aggregating Graph Neural Network
AWARE
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
We propose to theoretically and empirically examine the effect of incorporating weighting schemes into walk-aggregating GNNs. To this end, we propose a simple, interpretable, and end-to-end supervised GNN model, called AWARE (Attentive Walk-Aggregating GRaph Neural NEtwork), for graph-level prediction. AWARE aggregates the walk information by means of weighting schemes at distinct levels (vertex-, walk-, and graph-level) in a principled manner. By virtue of the incorporated weighting schemes at these different levels, AWARE can emphasize the information important for prediction while diminishing the irrelevant ones—leading to representations that can improve learning performance.
Papers archive 2025-07-28
30 shown of 1,883, 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.
-
Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate Representation 4 Sep 2025 · 1 repository
-
A Robust Incomplete Multimodal Low-Rank Adaptation Approach for Emotion Recognition 15 Jul 2025 · 0 repositories · arXiv:2507.11202
-
Neurosymbolic Reasoning Shortcuts under the Independence Assumption 15 Jul 2025 · 1 repository · arXiv:2507.11357Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
-
Robust 3D-Masked Part-level Editing in 3D Gaussian Splatting with Regularized Score Distillation Sampling 15 Jul 2025 · 0 repositories · arXiv:2507.11061
-
Balancing the Past and Present: A Coordinated Replay Framework for Federated Class-Incremental Learning 10 Jul 2025 · 0 repositories · arXiv:2507.07712
-
TextPixs: Glyph-Conditioned Diffusion with Character-Aware Attention and OCR-Guided Supervision 8 Jul 2025 · 0 repositories · arXiv:2507.06033
-
DeepGesture: A conversational gesture synthesis system based on emotions and semantics 3 Jul 2025 · 1 repository · arXiv:2507.03147
-
NaLaFormer: Norm-Aware Linear Attention for Transformer Models 26 Jun 2025 · 0 repositories · arXiv:2506.21137
-
Perspectives in Play: A Multi-Perspective Approach for More Inclusive NLP Systems 25 Jun 2025 · 0 repositories · arXiv:2506.20209
-
Splitformer: An improved early-exit architecture for automatic speech recognition on edge devices 22 Jun 2025 · 1 repository · arXiv:2506.18035
-
CultureMERT: Continual Pre-Training for Cross-Cultural Music Representation Learning 21 Jun 2025 · 0 repositories · arXiv:2506.17818
-
Risk-Guided Diffusion: Toward Deploying Robot Foundation Models in Space, Where Failure Is Not An Option 21 Jun 2025 · 0 repositories · arXiv:2506.17601
-
A Tractable Approach to Massive Communication and Ubiquitous Connectivity in 6G Standardization 19 Jun 2025 · 0 repositories · arXiv:2506.16304
-
On Designing Modulation for Over-the-Air Computation -- Part I: Noise-Aware Design 19 Jun 2025 · 0 repositories · arXiv:2506.15950
-
Spatially-Aware Evaluation of Segmentation Uncertainty 19 Jun 2025 · 0 repositories · arXiv:2506.16589
-
A Vision for Geo-Temporal Deep Research Systems: Towards Comprehensive, Transparent, and Reproducible Geo-Temporal Information Synthesis 17 Jun 2025 · 0 repositories · arXiv:2506.14345
-
BeyondRPC: A Contrastive and Augmentation-Driven Framework for Robust Point Cloud Understanding 15 Jun 2025 · 1 repository
-
Revealing Political Bias in LLMs through Structured Multi-Agent Debate 13 Jun 2025 · 0 repositories · arXiv:2506.11825
-
Joint ASR and Speaker Role Tagging with Serialized Output Training 12 Jun 2025 · 0 repositories · arXiv:2506.10349
-
HopaDIFF: Holistic-Partial Aware Fourier Conditioned Diffusion for Referring Human Action Segmentation in Multi-Person Scenarios 11 Jun 2025 · 1 repository · arXiv:2506.09650Syntology ran 4 of 11 samples · 7 unverified
-
Ming-Omni: A Unified Multimodal Model for Perception and Generation 11 Jun 2025 · 1 repository · arXiv:2506.09344Syntology ran 4 of 14 samples · 10 unverified
-
UmbraTTS: Adapting Text-to-Speech to Environmental Contexts with Flow Matching 11 Jun 2025 · 0 repositories · arXiv:2506.09874
-
Implementing Keyword Spotting on the MCUX947 Microcontroller with Integrated NPU 10 Jun 2025 · 0 repositories · arXiv:2506.08911
-
AdversariaL attacK sAfety aLIgnment(ALKALI): Safeguarding LLMs through GRACE: Geometric Representation-Aware Contrastive Enhancement- Introducing Adversarial Vulnerability Quality Index (AVQI) 10 Jun 2025 · 0 repositories · arXiv:2506.08885
-
Wanting to Be Understood Explains the Meta-Problem of Consciousness 10 Jun 2025 · 0 repositories · arXiv:2506.12086
-
Dynamic View Synthesis as an Inverse Problem 9 Jun 2025 · 0 repositories · arXiv:2506.08004
-
EgoM2P: Egocentric Multimodal Multitask Pretraining 9 Jun 2025 · 0 repositories · arXiv:2506.07886
-
Generative Voice Bursts during Phone Call 9 Jun 2025 · 0 repositories · arXiv:2506.07526
-
"I Wrote, I Paused, I Rewrote" Teaching LLMs to Read Between the Lines of Student Writing 9 Jun 2025 · 0 repositories · arXiv:2506.08221
-
BiAssemble: Learning Collaborative Affordance for Bimanual Geometric Assembly 6 Jun 2025 · 0 repositories · arXiv:2506.06221
Tasks archive 2025-07-28
20 shown of 923 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