ExpSeek Generalization to Non-Web Domains

Cross-domain evaluation of entropy-based experience seeking across web, code, data analysis, scientific literature, and robotic planning domains.

+53.5%

Best Adapted Gain (Science)

+60.5%

Best Extended Gain (Robot)

0.60-1.12

Optimal Threshold Range

5

Domains Tested

Cross-Domain Performance

Mean Reward by Domain and Configuration

Improvement over Baseline (%)

Success Rate by Domain

Configuration Comparison (Adapted vs Extended)

Detailed Results

Performance Summary (200 episodes per condition)

Domain	Baseline	Web Thresh	Adapted	Extended	Adapted %	Extended %
Web	4.86	5.60	6.77	6.84	+39.5%	+40.9%
Code	3.55	4.33	5.20	5.73	+46.6%	+61.4%
Data	4.16	4.50	5.70	6.27	+36.9%	+50.7%
Science	2.92	3.82	4.48	4.88	+53.5%	+67.3%
Robot	2.61	3.08	3.32	4.18	+27.5%	+60.5%