Showing cs.LGShow all
3 papers · 1 filter
cs.LG2026
Care-Conditioned Neuromodulation for Autonomy-Preserving Supportive Dialogue Agents
Shalima Binta Manir, Tim Oates
Large language models deployed in supportive or advisory roles must balance helpfulness with preservation of user autonomy, yet standard alignment methods primarily optimize for he…
cs.LG2026
ASEHybrid: When Geometry Matters Beyond Homophily in Graph Neural Networks
Shalima Binta Manir, Tim Oates
Standard message-passing graph neural networks (GNNs) often struggle on graphs with low homophily, yet homophily alone does not explain this behavior, as graphs with similar homoph…
cs.LG2025
Predicting the Performance of Graph Convolutional Networks with Spectral Properties of the Graph Laplacian
Shalima Binta Manir, Tim Oates
A common observation in the Graph Convolutional Network (GCN) literature is that stacking GCN layers may or may not result in better performance on tasks like node classification a…