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Recently advancements in deep learning allowed the development of end-to-end trained goal-oriented dialog systems. Although these systems already achieve good performance, some simplifications limit their usage in real-life scenarios. In…

计算与语言 · 计算机科学 2018-03-16 Stefan Constantin , Jan Niehues , Alex Waibel

Dialog systems need to understand dynamic visual scenes in order to have conversations with users about the objects and events around them. Scene-aware dialog systems for real-world applications could be developed by integrating…

Multimodal language generation, which leverages the synergy of language and vision, is a rapidly expanding field. However, existing vision-language models face challenges in tasks that require complex linguistic understanding. To address…

计算与语言 · 计算机科学 2023-12-20 Jiwan Chung , Youngjae Yu

Semantic communication (SemCom) has emerged as a promising technique for the next-generation communication systems, in which the generation at the receiver side is allowed with semantic features' recovery. However, the majority of existing…

图像与视频处理 · 电气工程与系统科学 2025-07-08 Chengyang Liang , Dong Li

Replicating In-Context Learning (ICL) in computer vision remains challenging due to task heterogeneity. We propose \textbf{VIRAL}, a framework that elicits visual reasoning from a pre-trained image editing model by formulating ICL as…

计算机视觉与模式识别 · 计算机科学 2026-02-04 Zhiwen Li , Zhongjie Duan , Jinyan Ye , Cen Chen , Daoyuan Chen , Yaliang Li , Yingda Chen

Most of these text-to-video (T2V) generative models often produce single-scene video clips that depict an entity performing a particular action (e.g., 'a red panda climbing a tree'). However, it is pertinent to generate multi-scene videos…

计算机视觉与模式识别 · 计算机科学 2024-11-11 Hritik Bansal , Yonatan Bitton , Michal Yarom , Idan Szpektor , Aditya Grover , Kai-Wei Chang

Recently, substantial advancements in pre-trained vision-language models have greatly enhanced the capabilities of multi-modal dialog systems. These models have demonstrated significant improvements by fine-tuning on downstream tasks.…

计算与语言 · 计算机科学 2024-01-04 Zhichao Yin , Binyuan Hui , Min Yang , Fei Huang , Yongbin Li

Having engaging and informative conversations with users is the utmost goal for open-domain conversational systems. Recent advances in transformer-based language models and their applications to dialogue systems have succeeded to generate…

计算与语言 · 计算机科学 2021-02-04 Sarik Ghazarian , Zixi Liu , Tuhin Chakrabarty , Xuezhe Ma , Aram Galstyan , Nanyun Peng

Existing dialog datasets contain a sequence of utterances and responses without any explicit background knowledge associated with them. This has resulted in the development of models which treat conversation as a sequence-to-sequence…

计算与语言 · 计算机科学 2018-09-24 Nikita Moghe , Siddhartha Arora , Suman Banerjee , Mitesh M. Khapra

Humans have an incredible ability to process and understand information from multiple sources such as images, video, text, and speech. Recent success of deep neural networks has enabled us to develop algorithms which give machines the…

计算机视觉与模式识别 · 计算机科学 2019-03-18 Dheeraj Peri , Shagan Sah , Raymond Ptucha

In face-to-face conversations, individuals need to switch between speaking and listening roles seamlessly. Existing 3D talking head generation models focus solely on speaking or listening, neglecting the natural dynamics of interactive…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Ziqiao Peng , Yanbo Fan , Haoyu Wu , Xuan Wang , Hongyan Liu , Jun He , Zhaoxin Fan

What if the patterns hidden within dialogue reveal more about communication than the words themselves? We introduce Conversational DNA, a novel visual language that treats any dialogue -- whether between humans, between human and AI, or…

人机交互 · 计算机科学 2025-08-12 Baihan Lin

Building Task-Oriented Dialogue (TOD) systems that generalize across different tasks remains a challenging problem. Data-driven approaches often struggle to transfer effectively to unseen tasks. While recent schema-based TOD frameworks…

计算与语言 · 计算机科学 2026-04-21 Radin Shayanfar , Chu Fei Luo , Rohan Bhambhoria , Samuel Dahan , Xiaodan Zhu

Lately, researchers in artificial intelligence have been really interested in how language and vision come together, giving rise to the development of multimodal models that aim to seamlessly integrate textual and visual information.…

计算机视觉与模式识别 · 计算机科学 2024-10-29 Rajat Chawla , Arkajit Datta , Tushar Verma , Adarsh Jha , Anmol Gautam , Ayush Vatsal , Sukrit Chaterjee , Mukunda NS , Ishaan Bhola

Many important questions (e.g. "How to eat healthier?") require conversation to establish context and explore in depth. However, conversational question answering (ConvQA) systems have long been stymied by scarce training data that is…

计算与语言 · 计算机科学 2022-06-02 Zhuyun Dai , Arun Tejasvi Chaganty , Vincent Zhao , Aida Amini , Qazi Mamunur Rashid , Mike Green , Kelvin Guu

Despite advancements in on-topic dialogue systems, effectively managing topic shifts within dialogues remains a persistent challenge, largely attributed to the limited availability of training datasets. To address this issue, we propose…

计算与语言 · 计算机科学 2024-03-12 Yerin Hwang , Yongil Kim , Yunah Jang , Jeesoo Bang , Hyunkyung Bae , Kyomin Jung

This paper presents a real-time generative drawing system that interprets and integrates both formal intent - the structural, compositional, and stylistic attributes of a sketch - and contextual intent - the semantic and thematic meaning…

计算机视觉与模式识别 · 计算机科学 2025-08-28 Jookyung Song , Mookyoung Kang , Nojun Kwak

Efficient knowledge retrieval plays a pivotal role in ensuring the success of end-to-end task-oriented dialogue systems by facilitating the selection of relevant information necessary to fulfill user requests. However, current approaches…

计算与语言 · 计算机科学 2023-10-24 Tianyuan Shi , Liangzhi Li , Zijian Lin , Tao Yang , Xiaojun Quan , Qifan Wang

Dialogue participants often refer to entities or situations repeatedly within a conversation, which contributes to its cohesiveness. Subsequent references exploit the common ground accumulated by the interlocutors and hence have several…

计算与语言 · 计算机科学 2020-11-10 Ece Takmaz , Mario Giulianelli , Sandro Pezzelle , Arabella Sinclair , Raquel Fernández

Conventional VQA approaches primarily rely on question-answer (Q&A) pairs to learn the spatio-temporal dynamics of video content. However, most existing annotations are event-centric, which restricts the model's ability to capture the…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Ju-Young Oh