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cs.LG2025
Benchmarking In-context Experiential Learning Through Repeated Product Recommendations
Gilbert Yang, Yaqin Chen, Thomson Yen +1
To navigate ever-shifting real-world environments, agents must grapple with incomplete knowledge and adapt their strategies through experience. However, current evaluations of LLM-…
stat.ML2025
DFNN: A Deep Fréchet Neural Network Framework for Learning Metric-Space-Valued Responses
Kyum Kim, Yaqing Chen, Paromita Dubey
Regression with non-Euclidean responses---e.g., probability distributions, networks, symmetric positive-definite matrices, and compositions---has become increasingly important in m…