2 papers
cs.LG2026
Tokenised Flow Matching for Hierarchical Simulation Based Inference
Giovanni Charles, Cosmo Santoni, Seth Flaxman +1
The cost of simulator evaluations is a key practical bottleneck for Simulation Based Inference (SBI). In hierarchical settings with shared global parameters and exchangeable site-l…
cs.IR2026
Evaluating AI-based Scientific Knowledge Synthesis with Epidemiological Systematic Reviews
Shreyansh Padarha, Ryan Othniel Kearns, Tristan Naidoo +13
Systematic literature reviews (SLRs) are a demanding and high-stakes form of scientific knowledge synthesis that remains underspecified as an evaluation setting for large language…