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It is important for sociable recommendation dialog systems to perform as both on-task content and social content to engage users and gain their favor. In addition to understand the user preferences and provide a satisfying recommendation,…

Computation and Language · Computer Science 2021-05-04 Yu Li , Shirley Anugrah Hayati , Weiyan Shi , Zhou Yu

Despite impressive recent advances in text-to-image diffusion models, obtaining high-quality images often requires prompt engineering by humans who have developed expertise in using them. In this work, we present NeuroPrompts, an adaptive…

Artificial Intelligence · Computer Science 2024-04-09 Shachar Rosenman , Vasudev Lal , Phillip Howard

Connected and autonomous driving is developing rapidly in recent years. However, current autonomous driving systems, which are primarily based on data-driven approaches, exhibit deficiencies in interpretability, generalization, and…

Artificial Intelligence · Computer Science 2024-04-23 Senkang Hu , Zhengru Fang , Zihan Fang , Yiqin Deng , Xianhao Chen , Yuguang Fang

Designing good reflection questions is pedagogically important but time-consuming and unevenly supported across teachers. This paper introduces a reflection-in-reflection framework for automated generation of reflection questions with large…

Machine Learning · Computer Science 2026-01-22 Ondřej Holub , Essi Ryymin , Rodrigo Alves

We study real-time audio-responsive character control as a deployment-faithful problem: strictly causal, bounded-latency streaming that must generate coherent full-body motion at interactive frame rates while the audio condition can change…

Computer Vision and Pattern Recognition · Computer Science 2026-05-28 Kaiyang Ji , Bingsheng Qian , Binghuan Wu , Kangyi Chen , Ye Shi , Jingya Wang

Audio-language models have shown promising results in various sound understanding tasks, yet they remain limited in their ability to reason over the fine-grained semantics of sound. In this paper, we present AudSemThinker, a model whose…

Sound · Computer Science 2025-10-01 Gijs Wijngaard , Elia Formisano , Michele Esposito , Michel Dumontier

Recent advancements in Large Language Models (LLMs) have demonstrated substantial capabilities in enhancing communication and coordination in multi-robot systems. However, existing methods often struggle to achieve efficient collaboration…

Robotics · Computer Science 2025-02-18 Jiazhao Liang , Hao Huang , Yu Hao , Geeta Chandra Raju Bethala , Congcong Wen , John-Ross Rizzo , Yi Fang

We present VDC-Agent, a self-evolving framework for Video Detailed Captioning that requires neither human annotations nor larger teacher models. The agent forms a closed loop of caption generation, principle-guided scoring (score and…

Computer Vision and Pattern Recognition · Computer Science 2025-11-25 Qiang Wang , Xinyuan Gao , SongLin Dong , Jizhou Han , Jiangyang Li , Yuhang He , Yihong Gong

Modeling human-human interactions from text remains challenging because it requires not only realistic individual dynamics but also precise, text-consistent spatiotemporal coupling between agents. Currently, progress is hindered by 1)…

Computer Vision and Pattern Recognition · Computer Science 2025-10-09 Qingxuan Wu , Zhiyang Dou , Chuan Guo , Yiming Huang , Qiao Feng , Bing Zhou , Jian Wang , Lingjie Liu

Goal-oriented proactive dialogue systems are designed to guide user conversations seamlessly towards specific objectives by planning a goal-oriented path. However, previous research has focused predominantly on optimizing these paths while…

Computation and Language · Computer Science 2025-06-19 Didi Zhang , Yaxin Fan , Peifeng Li , Qiaoming Zhu

Code generation aims to produce code that fulfills requirements written in natural languages automatically. Large language Models (LLMs) like ChatGPT have demonstrated promising effectiveness in this area. Nonetheless, these LLMs often fail…

Software Engineering · Computer Science 2025-01-15 Ruwei Pan , Hongyu Zhang , Chao Liu

Large language models (LLMs) have exhibited remarkable capabilities across a variety of domains and tasks, challenging our understanding of learning and cognition. Despite the recent success, current LLMs are not capable of processing…

Audio and music generation based on flexible multimodal control signals is a widely applicable topic, with the following key challenges: 1) a unified multimodal modeling framework, and 2) large-scale, high-quality training data. As such, we…

Multimedia · Computer Science 2026-04-16 Zeyue Tian , Zhaoyang Liu , Yizhu Jin , Ruibin Yuan , Liumeng Xue , Xu Tan , Qifeng Chen , Wei Xue , Yike Guo

Recent advances in large-scale language modeling and generation have enabled the creation of dialogue agents that exhibit human-like responses in a wide range of conversational scenarios spanning a diverse set of tasks, from general…

Computation and Language · Computer Science 2022-05-12 Abraham Sanders , Tomek Strzalkowski , Mei Si , Albert Chang , Deepanshu Dey , Jonas Braasch , Dakuo Wang

Large language models (LLMs) have been increasingly used to interact with external environments (e.g., games, compilers, APIs) as goal-driven agents. However, it remains challenging for these language agents to quickly and efficiently learn…

Artificial Intelligence · Computer Science 2023-10-11 Noah Shinn , Federico Cassano , Edward Berman , Ashwin Gopinath , Karthik Narasimhan , Shunyu Yao

Recently, advancements in AI counseling based on large language models have shown significant progress. However, existing studies employ a one-time generation approach to synthesize multi-turn dialogue samples, resulting in low therapy…

Computation and Language · Computer Science 2025-10-01 Mingyu Chen , Jingkai Lin , Zhaojie Chu , Xiaofen Xing , Yirong Chen , Xiangmin Xu

Text-to-story visualization is challenging due to the need for consistent interaction among multiple characters across frames. Existing methods struggle with character consistency, leading to artifact generation and inaccurate dialogue…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Ayan Banerjee , Josep Llados , Umapada Pal , Anjan Dutta

We present "Narrative Weaver", a novel framework that addresses a fundamental challenge in generative AI: achieving multi-modal controllable, long-range, and consistent visual content generation. While existing models excel at generating…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Zhengjian Yao , Yongzhi Li , Xinyuan Gao , Quan Chen , Peng Jiang , Yanye Lu

Long-horizon action-conditioned video generation aims to synthesize temporally coherent videos that follow complex action instructions over extended horizons, requiring procedural ordering, persistent action execution, and scene consistency…

Computer Vision and Pattern Recognition · Computer Science 2026-05-22 Yu Yang , Yue Liao , Jianbiao Mei , Baisen Wang , Xuemeng Yang , Licheng Wen , Jiangning Zhang , Xiangtai Li , Liang Lv , Hanlin Chen , Botian Shi , Yong Liu , Shuicheng Yan , Gim Hee Lee

The rapid advancement of large language models (LLMs) has revolutionized role-playing, enabling the development of general role-playing models. However, current role-playing training has two significant issues: (I) Using a predefined role…

Computation and Language · Computer Science 2025-06-10 Yeyong Yu , Runsheng Yu , Haojie Wei , Zhanqiu Zhang , Quan Qian
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