Scaling Diffusion Models to Large Sparse Graphs
4-person senior project (MQP) introducing Scale-MGD and SparserDiff, sparse discrete diffusion architectures with linear memory complexity for large graphs, plus RedditWalk, a new benchmark dataset, for molecule and protein generation in drug discovery.