LLMs are increasingly deployed as autonomous agents in social environments, making it critical to study their ability to…
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Execution feedback lets coding agents revise programs and learn from their own corrections.A correction's learning weigh…
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Clinical diagnosis is inherently a structured reasoning process, yet existing deep learning models often bypass this str…
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In the field of Explainable AI (XAI), counterfactual (CF) explanations interpret a model's decision by suggesting the ch…
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Probabilistic load forecasting has been widely studied for power-system operation and planning, but customer- and transf…
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Whether alignment gets easier or harder as models grow is often argued from isolated findings, as if alignment were one…
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In this paper, we investigate the synthesis of Micro Neural Policies (MNP) to enable safe and robust real-time robotic c…
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Probes are the workhorse of interpretability.If a model's hidden states predict a variable, the model is said to represe…
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Concept bottleneck models (CBMs) make predictions inspectable and intervenable by routing them through human-interpretab…
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Sequential test-time training adapts a memory network through successive updates, each computing an inner-loop gradient…
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While HCI increasingly examines AI-safety for youth, the literature lacks a comprehensive view of what risks have been i…
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Activation steering has gained popularity as a lightweight inference-time debiasing technique for large language models.…
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Sequence-level power sampling has recently emerged as a training-free approach to reasoning by sampling from a sharpened…
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Retrieval-Augmented Generation (RAG) systems are vulnerable to prompt-injection attacks embedded in retrieved content.We…
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Skin cancer is a major global health concern, and early detection and accurate lesion delineation are important for effe…
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While unlearning seeks to negate undesired capabilities acquired through learning, little research has examined how the…
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Long conversational agents have become essential in our daily lives.They must remember what was said long back in order…
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Deep generative models often produce structured outputs composed of interacting components.Modelling these outputs with…
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Early stress detection in crops is a necessity today to improve efficiency and reduce waste of time, money, and effort.H…
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Recent game design agents have made substantial progress in generating playable games.However, program correctness does…
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