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Introduction: Artificial intelligence (AI) is exhibiting tremendous potential to reduce the massive costs and long timescales of drug discovery. There are however important challenges currently limiting the impact and scope of AI models.…

Other Quantitative Biology · Quantitative Biology 2024-09-25 Ghita Ghislat , Saiveth Hernandez-Hernandez , Chayanit Piyawajanusorn , Pedro J. Ballester

Gen-AI techniques are able to improve understanding of context and nuances in language modeling, translation between languages, handle large volumes of data, provide fast, low-latency responses and can be fine-tuned for various tasks and…

Artificial Intelligence · Computer Science 2025-02-11 Akshar Prabhu Desai , Ganesh Satish Mallya , Mohammad Luqman , Tejasvi Ravi , Nithya Kota , Pranjul Yadav

Since Artificial Intelligence (AI) software uses techniques like deep lookahead search and stochastic optimization of huge neural networks to fit mammoth datasets, it often results in complex behavior that is difficult for people to…

Artificial Intelligence · Computer Science 2018-10-16 Daniel S. Weld , Gagan Bansal

Evaluating generative AI (GenAI) systems is challenging because many targets of evaluation are broad, contested concepts, such as "reasoning," "fairness," or "creativity." When these concepts are left underspecified, it becomes unclear what…

As machine learning (ML) systems have advanced, they have acquired more power over humans' lives, and questions about what values are embedded in them have become more complex and fraught. It is conceivable that in the coming decades,…

Computers and Society · Computer Science 2019-03-18 Sky Croeser , Peter Eckersley

We conduct an incentivized laboratory experiment to study people's perception of generative artificial intelligence (GenAI) alignment in the context of economic decision-making. Using a panel of economic problems spanning the domains of…

Theoretical Economics · Economics 2026-04-03 Kevin He , Ran Shorrer , Mengjia Xia

Modern general-purpose AI systems made using large language and vision models, are capable of performing a range of tasks like writing text articles, generating and debugging codes, querying databases, and translating from one language to…

Artificial Intelligence · Computer Science 2026-01-21 Gourab K Patro , Himanshi Agrawal , Himanshu Gharat , Supriya Panigrahi , Nim Sherpa , Vishal Vaddina , Dagnachew Birru

This chapter starts with a sketch of how we got to "generative AI" (GenAI) and a brief summary of the various impacts it had so far. It then discusses some of the opportunities of GenAI, followed by the challenges and dangers, including…

Computers and Society · Computer Science 2025-08-19 Matthias Scheutz

With the development of artificial intelligence, large-scale models have become increasingly intelligent. However, numerous studies indicate that hallucinations within these large models are a bottleneck hindering the development of AI…

Computation and Language · Computer Science 2024-01-18 Feng Wang

Developments in the field of Artificial Intelligence (AI), and particularly large language models (LLMs), have created a 'perfect storm' for observing 'sparks' of Artificial General Intelligence (AGI) that are spurious. Like simpler models,…

Artificial Intelligence · Computer Science 2024-06-03 Patrick Altmeyer , Andrew M. Demetriou , Antony Bartlett , Cynthia C. S. Liem

A multi-decade exploration into the theoretical foundations of artificial and natural general intelligence, which has been expressed in a series of books and papers and used to guide a series of practical and research-prototype software…

Artificial Intelligence · Computer Science 2021-04-06 Ben Goertzel

Technical standards, or simply standards, are established documented guidelines and rules that facilitate the interoperability, quality, and accuracy of systems and processes. In recent years, we have witnessed an emerging paradigm shift…

Computers and Society · Computer Science 2025-03-10 Joseph Marvin Imperial , Matthew D. Jones , Harish Tayyar Madabushi

A short review of the literature on measurement and detection of artificial general intelligence is made. Proposed benchmarks and tests for artificial general intelligence are critically evaluated against multiple criteria. Based on the…

Artificial Intelligence · Computer Science 2021-01-07 Mark McPherson

The unparalleled success of artificial intelligence (AI) in the technology sector has catalyzed an enormous amount of research in the scientific community. It has proven to be a powerful tool, but as with any rapidly developing field, the…

Machine Learning · Computer Science 2022-10-07 M. R. Carbone

A major challenge in research involving artificial intelligence (AI) is the development of algorithms that can find solutions to problems that can generalize to different environments and tasks. Unlike AI, humans are adept at finding…

Artificial Intelligence · Computer Science 2021-10-12 Semir Tatlidil , Yanqi Liu , Emily Sheetz , R. Iris Bahar , Steven Sloman

Artificial Intelligence (AI) is about making computers that do the sorts of things that minds can do, and as we progress towards this goal, we tend to increasingly delegate human tasks to machines. However, AI systems usually do these tasks…

Artificial Intelligence · Computer Science 2024-06-12 Peter R. Lewis , Stefan Sarkadi

Artificial intelligence (AI) models trained on published scientific findings have been used to invent valuable materials and targeted therapies, but they typically ignore the human scientists who continually alter the landscape of…

Artificial Intelligence · Computer Science 2023-06-05 Jamshid Sourati , James Evans

Generative artificial intelligence (Gen AI) systems represent a critical technology with far-reaching implications across multiple domains of society. However, their deployment entails a range of risks and challenges that require careful…

Computers and Society · Computer Science 2025-10-31 Jorge Machado

Most applications of Artificial Intelligence (AI) are designed for a confined and specific task. However, there are many scenarios that call for a more general AI, capable of solving a wide array of tasks without being specifically designed…

Artificial Intelligence · Computer Science 2024-02-06 Isaac Triguero , Daniel Molina , Javier Poyatos , Javier Del Ser , Francisco Herrera

Building future wireless systems that support services like digital twins (DTs) is challenging to achieve through advances to conventional technologies like meta-surfaces. While artificial intelligence (AI)-native networks promise to…

Artificial Intelligence · Computer Science 2024-05-08 Walid Saad , Omar Hashash , Christo Kurisummoottil Thomas , Christina Chaccour , Merouane Debbah , Narayan Mandayam , Zhu Han