Self-evolving AI harness records higher root-cause accuracy
Preprint testing found higher scores on two public benchmarks and one company dataset, while a verification gate rejected 37% of proposed changes.
1141–1160
Preprint testing found higher scores on two public benchmarks and one company dataset, while a verification gate rejected 37% of proposed changes.
Preprint: A simulated benchmark reports higher recognition scores under a privileged reference trajectory than under a stationary initial view, while an active policy recovered only part of the gap.
Preprint: PRISM reports broader feasible sampling in a single-joint test, task-specific success rates under manual and Bayesian tuning, and reported transfer to physical UR5e robots.
A preprint argues that useful citations must trace training data, retrieved datasets and individual knowledge-graph facts.
Preprint: In a study of 12 adults, spear-phishing paired with greed had the highest reported yes-rate among 25 simulated scenarios, at 75%.
Preprint: A mathematical study reports conditional curvature and Hessian estimates alongside a new concavity inequality.
An arXiv preprint compares Dyson, non-Dyson and screened calculations against selected-CI reference values.
A review proposes testing the code behind vulnerability claims before human triage, but its proposed safeguards have not yet been validated.
Preprint: COSMOS-Web observations find star formation rising slightly faster than stellar mass at low masses before flattening, a pattern that better matches the evolving galaxy mass distribution.
Preprint: a theorem-driven analysis finds expansion, boundedness or collapse as the boundary-density parameter changes.
An arXiv preprint reports an acquisition-retention trade-off in Qwen3 tests, while a smaller mathematics experiment showed a much weaker pattern.
Preprint analysis of 5,124 massive central galaxies supports a possible early-type-to-spiral pathway, but does not directly observe the transformation.
Preprint: The Transformer-based route led in the study’s Heavy OOD category, while supervised-only training performed better in Slight OOD.
Preprint: A formal result sets a grading window from crossings, local maxima and writhe, with an application to Legendrian links.
Preprint: A survey of 3,785 PhD students found four comfort profiles, with literature tasks more comfortable than writing, data work or experiment design in the largest group.
The arXiv version 1 document gives an explicit construction and classifies its linear representations, while a key proof remains forthcoming.
Preprint: A theorem by Max Blans and Thomas Blom shows how Goodwillie derivatives preserve products and related structures under stated assumptions.
Preprint calculations model a ferroelectric–dielectric bilayer that could pump angular momentum into lattice vibrations and reverse their handedness electrically.
Preprint: CloSeR first learns from labelled known categories, then groups known and novel categories.
Preprint: Two explicit methods are designed to keep numerical solutions inside a prescribed hypercube for any timestep under stated assumptions.