Public articles linked to the same research event.
arXiv The authors present TopoPlanner, which lifts a tool dependency graph into a cellular workflow complex, attaches a 2-cell along each fundamental cycle induced by non-tree edges, retrieves a request-relevant boundary-closed subcomplex through cosheaf-consistent cellular retrieval, performs multi-dimensional structural reasoning, and injects the resulting cellular representation into the planner LLM as a soft graph token; on topology-guided extensions of the three TaskBench domains and ToolBench, it outperforms prompt-based and graph-enhanced baselines across Vicuna-7B/13B and CodeLlama-7B/13B, for example raising Multimedia/Vicuna-7B n-F1/l-F1/ACC from GTool's 47.17/19.64/7.07 to 86.80/66.24/54.76.
The authors present TopoPlanner, which lifts a tool dependency graph into a cellular workflow complex, attaches a 2-cell along each fundamental cycle induced by non-tree edges, retrieves a request-relevant boundary-closed subcomplex through cosheaf-consistent cellular retrieval, performs multi-dimensional structural reasoning, and injects the resulting cellular representation into the planner LLM as a soft graph token; on topology-guided extensions of the three TaskBench domains and ToolBench, it outperforms prompt-based and graph-enhanced baselines across Vicuna-7B/13B and CodeLlama-7B/13B, for example raising Multimedia/Vicuna-7B n-F1/l-F1/ACC from GTool's 47.17/19.64/7.07 to 86.80/66.24/54.76.
The authors present TopoPlanner, which lifts a tool dependency graph into a cellular workflow complex, attaches a 2-cell along each fundamental cycle induced by non-tree edges, retrieves a request-relevant boundary-closed subcomplex through cosheaf-consistent cellular retrieval, performs multi-dimensional structural reasoning, and injects the resulting cellular representation into the planner LLM as a soft graph token; on topology-guided extensions of the three TaskBench domains and ToolBench, it outperforms prompt-based and graph-enhanced baselines across Vicuna-7B/13B and CodeLlama-7B/13B, for example raising Multimedia/Vicuna-7B n-F1/l-F1/ACC from GTool's 47.17/19.64/7.07 to 86.80/66.24/54.76.
The authors present TopoPlanner, which lifts a tool dependency graph into a cellular workflow complex, attaches a 2-cell along each fundamental cycle induced by non-tree edges, retrieves a request-relevant boundary-closed subcomplex through cosheaf-consistent cellular retrieval, performs multi-dimensional structural reasoning, and injects the resulting cellular representation into the planner LLM as a soft graph token; on topology-guided extensions of the three TaskBench domains and ToolBench, it outperforms prompt-based and graph-enhanced baselines across Vicuna-7B/13B and CodeLlama-7B/13B, for example raising Multimedia/Vicuna-7B n-F1/l-F1/ACC from GTool's 47.17/19.64/7.07 to 86.80/66.24/54.76.