Structurally-bounded Agentic Graph Exploration for Evidence-Grounded Scholarly DeepSearch
We present Crase, a bounded and inspectable alternative to deep research agents for scholarly search. Instead of an open-ended search loop, Crase queries a search engine once for seed papers, expands them along their 1.5-hop citation neighborhood, prunes citation edges whose claims lack entailment support, and ranks the remaining papers with a recency-aware random walk. This makes the candidate set, the reason each paper is kept, and the stopping condition explicit and fixed before inference. On LitSearch and one further benchmarks over a 500K-paper arXiv corpus, Crase outperforms deep researc
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 58%Empowering biomedical evidence exploration and synthesis with deep knowledge graph research →
- PossiblePossibly related (embedding) · 56%AI for Scientific Literature Mining: PubMed, Semantic Scholar, and What Actually Works - Technology Networks →
- FuzzySimilar title/name (fuzzy) · 59%Fosowl/agenticSeek →
“Fuzzy title match (0.73): “Structurally-bounded Agentic Graph Exploration for Evidence-” ≈ “Fosowl/agenticSeek””
- FuzzySimilar title/name (fuzzy) · 59%WenyuChiou/awesome-agentic-ai-zh →
“Fuzzy title match (0.73): “Structurally-bounded Agentic Graph Exploration for Evidence-” ≈ “WenyuChiou/awesome-agentic-ai-zh””
- FuzzySimilar title/name (fuzzy) · 59%tirth8205/code-review-graph →
“Fuzzy title match (0.73): “Structurally-bounded Agentic Graph Exploration for Evidence-” ≈ “tirth8205/code-review-graph””
- LinkedLinked via arxiv author · 85%Rima Hazra →
“Structurally-bounded Agentic Graph Exploration for Evidence-Grounded Scholarly DeepSearch”
- LinkedLinked via arxiv author · 85%Sayan Layek →
“Structurally-bounded Agentic Graph Exploration for Evidence-Grounded Scholarly DeepSearch”
- LinkedLinked via arxiv author · 85%Somnath Banerjee →
“Structurally-bounded Agentic Graph Exploration for Evidence-Grounded Scholarly DeepSearch”