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Theoretical guidelines for annealed Langevin dynamics in compositional simulation-based inference

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arXiv:2605. 21253v1 Announce Type: new Abstract: Compositional score-based approaches to simulation-based inference (SBI) approximate the posterior over a shared parameter given $n$ independent observations by aggregating individually learned posterior scores: currently, there are two main propositions of such methods (Geffner et al.

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Authors: Camille Touron, Gabriel V. Cardoso, Julyan Arbel, Pedro L. C. Rodrigues
Released: 2026-05-21 (2mo ago)
Topic: Related to current project
Relation to my work: Read next because Theoretical guidelines for annealed Langevin dynamics in compositional simulation-based inference overlaps with clean result "Language-mismatch LoRA SFT on Qwen2.5-7B leaks the trained completion language into bystander directives the model was never trained on, absent under same-language SFT (LOW confidence)", clean result "The marker is a representational handle, not a behavioural one — sharing it between a villain persona and the assistant transfers no misalignment (HIGH confidence)", experiment "Add C2 control arm (donor sees marker_B without marker_A) to disambiguate paired-marker binding from marker_B leaking alone". Matching terms: under, line, control, does, position. Source: arxiv stat.ML (Machine Learning).
arXiv: 2605.21253

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