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 Performance Analysis


Supplement WelQrate: Defining the Gold Standard in Small Molecule Drug Discovery Benchmarking T able of Contents

Neural Information Processing Systems

If taking a closer look at the MedDRA classification on the system organ level on its website, we can find a claim of "System Organ Classes (SOCs) which are groupings by aetiology (e.g. However, as claimed in the original paper, "It should be noted that we did not perform any preprocessing of our datasets, such as Tab. These datasets appear in MoleculeNet as well. As mentioned in the introduction in the main paper, there are also issues with inconsistent representations and undefined stereochemistry. We list an example for each in Figure 1 and Figure 1.



AudioMarkBench: Benchmarking Robustness of Audio Watermarking

Neural Information Processing Systems

The increasing realism of synthetic speech, driven by advancements in text-to-speech models, raises ethical concerns regarding impersonation and disinformation. Audio watermarking offers a promising solution via embedding human-imperceptible watermarks into AI-generated audios.



ShanghaiTech University

Neural Information Processing Systems

In open-world scenarios, where both novel classes and domains may exist, an ideal segmentation model should detect anomaly classes for safety and generalize to new domains.





Appendix Supplementary Material

Neural Information Processing Systems

This also makes the outputs more amenable for training species classifiers on prediction crops, if species are known.