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AdaReasoner: Adaptive Reasoning Enables More Flexible Thinking in Large Language Models

arXiv:2505.17312v4 Announce Type: replace-cross Abstract: LLMs often need effective configurations, like temperature and reasoning steps, to handle tasks requiring sophisticated reasoning and problem-solving, ranging from joke generation to mathematical reasoning. Existing prompting approaches usually adopt general-purpose, fixed configurations that work…

MorphGen: Controllable and Morphologically Plausible Generative Cell-Imaging

arXiv:2510.01298v2 Announce Type: replace-cross Abstract: Simulating in silico cellular responses to interventions is a promising direction to accelerate high-content image-based assays, critical for advancing drug discovery and gene editing. To support this, we introduce MorphGen, a state-of-the-art diffusion-based generative model…

Robustness in Both Domains: CLIP Needs a Robust Text Encoder

arXiv:2506.03355v2 Announce Type: replace Abstract: Adversarial input attacks can cause a significant shift of CLIP embeddings. This can affect the downstream robustness of models incorporating CLIP in the pipeline, such as text-to-image generative models or large vision language models. While…

Fair Graph Machine Learning under Adversarial Missingness Processes

arXiv:2311.01591v4 Announce Type: replace Abstract: Graph Neural Networks (GNNs) have achieved state-of-the-art results in many relevant tasks where decisions might disproportionately impact specific communities. However, existing work on fair GNNs often assumes that either sensitive attributes are fully observed or…

Active Model Selection for Large Language Models

arXiv:2510.09418v1 Announce Type: cross Abstract: We introduce LLM SELECTOR, the first framework for active model selection of Large Language Models (LLMs). Unlike prior evaluation and benchmarking approaches that rely on fully annotated datasets, LLM SELECTOR efficiently identifies the best LLM…