II.
ScopeBoundary overview
Reference · livescope-boundary:mle-bench.scope
scope-boundary:mle-bench.scope overview
Inspect the raw attributes, linked wiki pages, and inbound or outbound graph edges for scope-boundary:mle-bench.scope.
Attributes
subjectId
inScope
End-to-end machine-learning engineering tasks drawn from 75 Kaggle
competitions — agents must produce a submission CSV scored against
held-out leaderboards. Tasks use Python, common ML libraries
(PyTorch, scikit-learn, pandas), and run inside a Docker sandbox.
outOfScope
Pure code-generation tasks (use HumanEval/SWE-bench), data-engineering
(ETL) tasks without an ML objective, foundation-model pre-training,
interactive/UI-driven ML workflows, and tasks requiring proprietary
GPU clusters beyond a single accelerator.
outOfScopeReasonIds
Outgoing edges
bounds_subject1
- benchmark:mle-bench·BenchmarkMLE-bench
Incoming edges
None.