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Related papers: PersonaX: Multimodal Datasets with LLM-Inferred Be…

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This paper explores the intersection of psychology and artificial intelligence through the development and evaluation of specialized Large Language Models (LLMs). We introduce PsychoLex, a suite of resources designed to enhance LLMs'…

Computation and Language · Computer Science 2024-08-19 Mohammad Amin Abbasi , Farnaz Sadat Mirnezami , Hassan Naderi

We address the problem of accurate capture of interactive behaviors between two people in daily scenarios. Most previous works either only consider one person or solely focus on conversational gestures of two people, assuming the body…

Computer Vision and Pattern Recognition · Computer Science 2025-09-09 Leo Ho , Yinghao Huang , Dafei Qin , Mingyi Shi , Wangpok Tse , Wei Liu , Junichi Yamagishi , Taku Komura

Large Language Models (LLMs) are increasingly used in everyday life and research. One of the most common use cases is conversational interactions, enabled by the language generation capabilities of LLMs. Just as between two humans, a…

Computation and Language · Computer Science 2024-11-12 Jingyao Zheng , Xian Wang , Simo Hosio , Xiaoxian Xu , Lik-Hang Lee

Social interactions dominate our perceptions of the world and shape our daily behavior by attaching social meaning to acts as simple and spontaneous as gestures, facial expressions, voice, and speech. People mimic and otherwise respond to…

Computer Vision and Pattern Recognition · Computer Science 2026-04-27 Xiang Zhang , Xiaotian Li , Taoyue Wang , Nan Bi , Xin Zhou , Cody Zhou , Zoie Wang , Andrew Yang , Yuming Su , Jeff Cohn , Qiang Ji , Lijun Yin

Human perception of the world is shaped by a multitude of viewpoints and modalities. While many existing datasets focus on scene understanding from a certain perspective (e.g. egocentric or third-person views), our dataset offers a panoptic…

Computer Vision and Pattern Recognition · Computer Science 2024-04-09 Hao Chen , Yuqi Hou , Chenyuan Qu , Irene Testini , Xiaohan Hong , Jianbo Jiao

Text-based person retrieval aims to identify specific individuals within an image database using textual descriptions. Due to the high cost of annotation and privacy protection, researchers resort to synthesized data for the paradigm of…

Computer Vision and Pattern Recognition · Computer Science 2025-04-29 Hang Yu , Jiahao Wen , Zhedong Zheng

Large language models (LLMs) offer promising capabilities for simulating social media dynamics at scale, enabling studies that would be ethically or logistically challenging with human subjects. However, the field lacks standardized data…

Current methods for personality control in Large Language Models rely on static prompting or expensive fine-tuning, failing to capture the dynamic and compositional nature of human traits. We introduce PERSONA, a training-free framework…

Artificial Intelligence · Computer Science 2026-02-18 Xiachong Feng , Liang Zhao , Weihong Zhong , Yichong Huang , Yuxuan Gu , Lingpeng Kong , Xiaocheng Feng , Bing Qin

Adapting large language models (LLMs) for personalized recommendation requires aligning their general-purpose capabilities with user-specific preferences while effectively leveraging both behavioral and semantic signals. Existing approaches…

Information Retrieval · Computer Science 2026-05-27 Pingjun Pan , Tingting Zhou , Peiyao Lu , Tingting Fei , Hongxiang Chen , Chuanjiang Luo

Biomedical data is inherently multimodal, consisting of electronic health records, medical imaging, digital pathology, genome sequencing, wearable sensors, and more. The application of artificial intelligence tools to these multifaceted…

Machine Learning · Computer Science 2024-08-26 Shentong Mo , Paul Pu Liang

Behavioral logs provide rich signals for user modeling, but are noisy and interleaved across diverse intents. Recent work uses LLMs to generate interpretable natural-language personas from user logs, yet evaluation often emphasizes…

Artificial Intelligence · Computer Science 2026-04-30 Nayoung Choi , Haeyu Jeong , Changbong Kim , Hongjun Lim , Jinho D. Choi

We present MotionPersona, a novel real-time character controller that allows users to characterize a character by specifying attributes such as physical traits, mental states, and demographics, and projects these properties into the…

Graphics · Computer Science 2025-06-03 Mingyi Shi , Wei Liu , Jidong Mei , Wangpok Tse , Rui Chen , Xuelin Chen , Taku Komura

Biomedical data is inherently multimodal, comprising physical measurements and natural language narratives. A generalist biomedical AI model needs to simultaneously process different modalities of data, including text and images. Therefore,…

We propose a task we name Portrait Interpretation and construct a dataset named Portrait250K for it. Current researches on portraits such as human attribute recognition and person re-identification have achieved many successes, but…

Computer Vision and Pattern Recognition · Computer Science 2022-07-28 Yixuan Fan , Zhaopeng Dou , Yali Li , Shengjin Wang

Using persona-conditioned LLMs as synthetic survey respondents has become a common practice in computational social science and agent-based simulations. Yet, it remains unclear whether multi-attribute persona prompting improves LLM…

Computers and Society · Computer Science 2026-02-24 Erika Elizabeth Taday Morocho , Lorenzo Cima , Tiziano Fagni , Marco Avvenuti , Stefano Cresci

Multimodal Large Language Models (MLLMs) are increasingly deployed in human-facing roles where personality perception is critical, yet existing benchmarks evaluate this capability solely on numerical Big Five score prediction, leaving open…

Artificial Intelligence · Computer Science 2026-05-22 Caixin Kang , Tianyu Yan , Sitong Gong , Mingfang Zhang , Liangyang Ouyang , Ruicong Liu , Bo Zheng , Huchuan Lu , Kaipeng Zhang , Yoichi Sato , Yifei Huang

Human sensing, which employs various sensors and advanced deep learning technologies to accurately capture and interpret human body information, has significantly impacted fields like public security and robotics. However, current human…

Computer Vision and Pattern Recognition · Computer Science 2025-02-18 Xinyan Chen , Jianfei Yang

We introduce HUMAN4D, a large and multimodal 4D dataset that contains a variety of human activities simultaneously captured by a professional marker-based MoCap, a volumetric capture and an audio recording system. By capturing 2 female and…

Large Language Models (LLMs) are trained on massive text corpora, which are encoded with diverse personality traits. This triggers an interesting goal of eliciting a desired personality trait from the LLM, and probing its behavioral…

Computation and Language · Computer Science 2024-05-15 Hyeong Kyu Choi , Yixuan Li