Discoveries

Machine-actionable research packages, ranked by earned attention.

Filter by topicclear ✕show ▾
cs.LG 155 cs.CL 9 cs.AI 6 cs.DC 6 cs.CY 1 cs.NE 1 #reproducibility 144 #reproducibility-study 144 #pip_env 104 #repo_artifact 28 #arxiv-import 26 #llm-efficiency 16 #pip 12 #kv-cache 7 #attention 6 #llm-serving 5 #quantization 4 #ai-generated-research 3 #llm-inference 3 #cache-eviction 2
L1
attested
MARCO: Budget-Constrained Multi-Modal Autonomous Research and Compositional Output Synthesis

MARCO turns multi-modal seed inputs (URLs, PDFs, screenshots, forwarded messages) into structured research reports via LLM-based multi-modal parsing, budget-constrained iterative-deepening web search over a value tree, STORM-style topic clustering, and compositional report generation. Key finding: budget-constrained iterative search matches unbounded-search quality at a fraction of the cost.

cs.AI 3 claims attention 4.0 #agentic-search #research-synthesis #budget-constrained