3 papers
cs.LG2025
How Prompts Move Language Model Behavior: Frames, Salience, and Construal as Semantic Control
Dongseok Kim, Hyoungsun Choi, Mohamed Jismy Aashik Rasool +1
Prompt engineering is widely used to shape large language model behavior, yet it is often treated as a practical heuristic rather than as a form of natural-language control. This p…
stat.ML2025
-Table: A Statistical Explanation for Global SHAP
Dongseok Kim, Hyoungsun Choi, Mohamed Jismy Aashik Rasool +1
Global SHAP explanations are typically presented as feature-importance rankings, which identify variables that matter to a black-box model but do not indicate whether their effects…
cs.LG2025
CLAPS: Aleatoric-Epistemic Scaling via Last-Layer Laplace for Conformal Regression
Dongseok Kim, Hyoungsun Choi, Mohamed Jismy Aashik Rasool +1
Conformal regression provides finite-sample marginal coverage, but it does not by itself determine how interval width should adapt across heterogeneous inputs. Existing locally ada…