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DecisionRobust is introduced, a benchmark for systematically evaluating the robustness of decision models across textual and visual inputs and shows that attacks expose vulnerabilities beyond the models used for construction and selection.
Progress-Aware Distillation (ProD) is proposed, which explicitly detects and penalizes stagnation in student-generated trajectories and encodes the stagnation gap between student and teacher into an adaptive margin for dynamically penalizing possible stagnation.
Auditable forecasting report that makes forecast construction explicit and supports systematic post hoc analysis, and improves forecasting accuracy and calibration relative to strong agentic baselines, surpasses market-implied references in several settings, and outperforms substantially more expensive deep-research ag...
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