Open-ended Scientific Discovery via Bayesian Surprise. - Dhruv Agarwal 003; Bodhisattwa Prasad Majumder; Reece Adamson; Megha Chakravorty; Satvika Reddy Gavireddy; Aditya Parashar; Harshit Surana; Bhavana Dalvi Mishra; Andrew McCallum; Ashish Sabharwal; Peter Clark (CoRR, 2025)