Organizing across cognitive asymmetry in human–AI collaboration: A study of perfume creation
Abstract Research Summary As organizations increasingly adopt generative AI (GenAI), they face a strategic challenge: not only deciding which tasks AI should perform, but also how to organize the integration of human and AI efforts to produce viable solutions.
Tomoko Yokoi +3 more
wiley +1 more source
Zero-shot multimodal pain estimation via synthetic pain simulation and domain-invariant learning. [PDF]
El Othmani O, Naouali S.
europepmc +1 more source
The impact of generative artificial intelligence on innovation: Evidence from software products
Abstract Research Summary We study the impact of generative artificial intelligence (GAI) tools on product‐level innovation outcomes in the context of software products. Specifically, we illustrate how GAI can alter the direction of innovation by shifting the activities of developers away from generational innovation and toward original innovation ...
Erdem Doğukan Yılmaz, Tim Meyer
wiley +1 more source
Automated adversarial red-teaming for evaluating robustness in LLM-based recommender systems. [PDF]
Shehmir S, Kashef R.
europepmc +1 more source
Does innovation success need advocacy? Stakeholder involvement in firm innovation
Abstract Research Summary Prior research documents that firms often collaborate with advocacy groups to mitigate stakeholder contention. Integrating stakeholder theory into a performance model of collaborative innovation, we propose an overlooked explanation for such collaborations: to enhance the adoption of firms' innovations.
Paolo Carioli +3 more
wiley +1 more source
Evaluating the safety of large language models in healthcare and dentistry: adversarial testing approaches. [PDF]
Umer F, Shaikh MM, Ur Rahman A.
europepmc +1 more source
AI is transforming TPD by improving the design, prediction, and optimization of degraders such as PROTACs, molecular glues, and LYTACs. This review summarizes key AI‐driven advances, highlights applications across drug discovery stages, and discusses remaining challenges and future directions for accelerating the development of therapies against ...
Shuanglin Qin +10 more
wiley +1 more source
The Evolving Security of the Internet of Vehicles: A Survey from Classical Machine Learning to Large Language Models, Adversarial Robustness, and Explainable AI. [PDF]
Sani MS, Iranmanesh S, Raad R.
europepmc +1 more source
Recursive Grid Indexing for Fast Non‐Uniform Quantization Without Binary Search
ABSTRACT Purpose To present Recursive Grid Indexing (RGI), a practical software technique for accelerating non‐uniform quantization and predecessor queries without relying on binary search at any stage. Design/Methodology/Approach RGI replaces conventional logarithmic binary search with a recursive, low‐branching grid structure. The method constructs a
Oswaldo Cadenas
wiley +1 more source

