arXiv cs.CLPaper
Call Neighbours Yourself: Graph Walks with Destination-Conditioned On-Policy Self-Distillation
Reasoning over text-attributed graphs usually means fixing the context upfront, which is wasteful. This lets the model decide which neighbors to visit, turning graph navigation into part of reasoning. The technical contribution (delayed-credit problem solved via self-distillation) is solid but narrow. Worth tracking if you're building retrieval-augmented reasoning on structured data, otherwise marginal.