I Can’t Believe It’s Not Better (ICBINB): Failure Modes of AI in Biology

Researchers examine why predictive success on biological benchmarks can fail to carry into experiments or clinical use. Negative results across genomic, transcriptomic and structural applications support discussion of noisy measurements, confounding, distribution changes, causal interpretation and evaluations that reflect scientific decisions. Session: 08:00–17:00 (Australia/Sydney). A paid NeurIPS virtual pass includes workshop livestreams; on-site access follows the host-location registration rules.