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Face benchmarks empower the research community to train and evaluate high-performance face recognition systems. In this paper, we contribute a new million-scale recognition benchmark, containing uncurated 4M identities/260M faces…

Computer Vision and Pattern Recognition · Computer Science 2022-04-22 Zheng Zhu , Guan Huang , Jiankang Deng , Yun Ye , Junjie Huang , Xinze Chen , Jiagang Zhu , Tian Yang , Dalong Du , Jiwen Lu , Jie Zhou

Large Audio-Language Models (LALMs) have demonstrated strong performance in audio understanding and generation. Yet, our extensive benchmarking reveals that their behavior is largely generic (e.g., summarizing spoken content) and fails to…

Computation and Language · Computer Science 2026-01-08 Yuwen Wang , Xinyuan Qian , Tian-Hao Zhang , Jiaran Gao , Yuchen Pan , Xin Wang , Zhou Pan , Chen Wei , Yiming Wang

Human personality decides various aspects of their daily life and working behaviors. Since personality traits are relatively stable over time and unique for each subject, previous approaches frequently infer personality from a single frame…

Computer Vision and Pattern Recognition · Computer Science 2022-09-12 Fang Li

Large language models (LLMs) are increasingly used in human-AI interaction research and practice, yet existing capability and safety benchmarks reveal little about the value priorities these systems express or how those priorities…

Artificial Intelligence · Computer Science 2026-05-19 Gabriel Rongyang Lau , Wei Yan Low , Seow Min Koh , Fiona Fui-Hoon Nah , Andree Hartanto

Research in social psychology has shown that people's biased, subjective judgments about another's personality based solely on their appearance are not predictive of their actual personality traits. But researchers and companies often…

Computers and Society · Computer Science 2021-01-15 Ryan Steed , Aylin Caliskan

Automatic personality recognition is a research hotspot in the intersection of computer science and psychology, and in human-computer interaction, personalised has a wide range of applications services and other scenarios. In this paper, an…

Sound · Computer Science 2025-03-11 Weixuan Kong , Jinpeng Yu , Zijun Li , Hanwei Liu , Jiqing Qu , Hui Xiao , Xuefeng Li

Recent advances in photorealistic avatar generation have enabled highly realistic talking-head avatars, raising security concerns regarding identity impersonation in AI-mediated communication. To advance in this challenging problem, the…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Laura Pedrouzo-Rodriguez , Luis F. Gomez , Ruben Tolosana , Ruben Vera-Rodriguez , Roberto Daza , Aythami Morales , Julian Fierrez

Collaborative problem solving and learning are shaped by who or what is on the team. As large language models (LLMs) increasingly function as collaborators rather than tools, a key question is whether AI teammates can be aligned to express…

Human-Computer Interaction · Computer Science 2026-03-03 Mohammad Amin Samadi , Nia Nixon

The growing capabilities of large language models and multimodal systems have spurred interest in voice-first AI assistants, yet existing benchmarks are inadequate for evaluating the full range of these systems' capabilities. We introduce…

Computation and Language · Computer Science 2025-09-29 Ke Wang , Houxing Ren , Zimu Lu , Mingjie Zhan , Hongsheng Li

If an AI agent makes decisions on a person's behalf, those decisions must align with its user. We introduce representational accuracy to measure how faithfully a system captures a person's interpretation. An interpretive layer is…

Computation and Language · Computer Science 2026-05-29 Aarik Gulaya

The powerful reasoning of modern Vision Language Models open a new frontier for advanced personalization study. However, progress in this area is critically hampered by the lack of suitable benchmarks. To address this gap, we introduce…

Computer Vision and Pattern Recognition · Computer Science 2026-02-24 Xia Hu , Honglei Zhuang , Brian Potetz , Alireza Fathi , Bo Hu , Babak Samari , Howard Zhou

Can we really "read the mind in the eyes"? Moreover, can AI assist us in this task? This paper answers these two questions by introducing a machine learning system that predicts personality characteristics of individuals on the basis of…

Computer Vision and Pattern Recognition · Computer Science 2021-12-24 P. A. Gloor , A. Fronzetti Colladon , E. Altuntas , C. Cetinkaya , M. F. Kaiser , L. Ripperger , T. Schaefer

Technology for open-ended language generation, a key application of artificial intelligence, has advanced to a great extent in recent years. Large-scale language models, which are trained on large corpora of text, are being used in a wide…

Computation and Language · Computer Science 2023-05-12 Saketh Reddy Karra , Son The Nguyen , Theja Tulabandhula

In recent years, image and video manipulations with Deepfake have become a severe concern for security and society. Many detection models and datasets have been proposed to detect Deepfake data reliably. However, there is an increased…

Computer Vision and Pattern Recognition · Computer Science 2024-03-12 Ying Xu , Philipp Terhörst , Kiran Raja , Marius Pedersen

The most popular face recognition benchmarks assume a distribution of subjects without much attention to their demographic attributes. In this work, we perform a comprehensive discrimination-aware experimentation of deep learning-based face…

Computer Vision and Pattern Recognition · Computer Science 2020-04-07 Ignacio Serna , Aythami Morales , Julian Fierrez , Manuel Cebrian , Nick Obradovich , Iyad Rahwan

Long-term memory is increasingly important for personalized AI agents, yet existing benchmarks and methods remain largely text-centric. Even when images are included, the user-specific information needed for later questions is typically…

Computer Vision and Pattern Recognition · Computer Science 2026-05-28 Viet Nguyen , Thao Nguyen , Vishal M. Patel , Yuheng Li

Simulating real personalities with large language models requires grounding generation in authentic personal data. Existing evaluation approaches rely on demographic surveys, personality questionnaires, or short AI-led interviews as…

Computation and Language · Computer Science 2026-02-25 Yu Li , Pranav Narayanan Venkit , Yada Pruksachatkun , Chien-Sheng Wu

With the availability of large databases and recent improvements in deep learning methodology, the performance of AI systems is reaching or even exceeding the human level on an increasing number of complex tasks. Impressive examples of this…

Artificial Intelligence · Computer Science 2017-08-29 Wojciech Samek , Thomas Wiegand , Klaus-Robert Müller

A personalized LLM should remember user facts, apply them correctly, and adapt over time to provide responses that the user prefers. Existing LLM personalization benchmarks are largely centered on two axes: accurately recalling user…

Machine Learning · Computer Science 2025-12-16 Md Awsafur Rahman , Adam Gabrys , Doug Kang , Jingjing Sun , Tian Tan , Ashwin Chandramouli

Recent advances have demonstrated compelling capabilities in synthesizing real individuals into generated videos, reflecting the growing demand for identity-aware content creation. Nevertheless, an openly accessible framework enabling…

Computer Vision and Pattern Recognition · Computer Science 2026-03-26 Yingjie Chen , Shilun Lin , Cai Xing , Binxin Yang , Long Zhou , Qixin Yan , Wenjing Wang , Dingming Liu , Hao Liu , Chen Li , Jing Lyu