What Common Flaws Undermine the Validity of RL Benchmarks?
Common flaws like exploitable reward structures, insufficient train-test variation, and ambiguous documentation continue to undermine RL benchmark validity across the field. Researchers who understand these failure patterns are better equipped to critically evaluate benchmarks before relyi