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cs.LG2026
Protein Counterfactuals via Diffusion-Guided Latent Optimization
Weronika Kłos, Sidney Bender, Lukas Kades
Deep learning models can predict protein properties with unprecedented accuracy but rarely offer mechanistic insight or actionable guidance for engineering improved variants. When…
cs.LG2026
MapPFN: Learning Causal Perturbation Maps in Context
Marvin Sextro, Weronika Kłos, Gabriel Dernbach
Planning effective interventions in biological systems requires treatment-effect models that adapt to unseen biological contexts by identifying their specific underlying mechanisms…