Anubhav Jain
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This paper analyzes existing watermarking schemes for autoregressive image generators and demonstrates that they are vulnerable to various removal and forgery attacks, suggesting they are unreliable for content detection and dataset filtering.
The paper introduces 'Matter to Mechanism,' a novel benchmark designed to rigorously evaluate AI co-scientists' ability to generate plausible, mechanism-grounded solution hypotheses for complex materials and battery research problems.
Papers
Matter to Mechanism: A Benchmark for AI Co-Scientists in Materials and Battery Research
Shashwat Sourav, Tanjin. He, Maria K. Y. Chan, Anubhav Jain +1 more
The paper introduces 'Matter to Mechanism,' a novel benchmark designed to rigorously evaluate AI co-scientists' ability to generate plausible, mechanism-grounded solution hypotheses for complex materi…