Adobe Research » Publications

Publication date: April 25, 2024

Evolving Super Graph Neural Networks for Large-scale Time-Series Forecasting

Pacific-Asia Conference on Knowledge Discovery and Data Mining

Hongjie Chen, Ryan A. Rossi, Sungchul Kim, Kanak Mahadik, Hoda Eldardiry

AI & Machine Learning

Publication date: April 22, 2024

GMorph: Accelerating Multi-DNN Inference via Model Fusion

The European Conference on Computer Systems (EuroSys)

Qizheng Yang, Tianyi Yang, Mingcan Xiang, Lijun Zhang, Haoliang Wang, Marco Serafini, Hui Guan

AI & Machine Learning
Systems & Languages

Publication date: April 16, 2024

Approximate Caching for Efficiently Serving Diffusion Models

USENIX Symposium on Networked Systems Design and Implementation (NSDI)

Shubham Agarwal, Subrata Mitra, Sarthak Chakraborty, Srikrishna Karanam, Koyel Mukherjee, Shiv Saini

AI & Machine Learning
Computer Vision, Imaging & Video
Systems & Languages

Publication date: April 14, 2024

MDX-GAN: Enhancing Perceptual Quality in Multi-Class Source Separation Via Adversarial Training

International Conference on Acoustics, Speech, and Signal Processing (ICASSP)

Ke Chen, Jiaqi Su, Zeyu Jin

AI & Machine Learning
Audio

Publication date: April 14, 2024

GR0: Self-Supervised Global Representation Learning for Zero-Shot Voice Conversion

ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Yunyun Wang, Jiaqi Su, Adam Finkelstein, Zeyu Jin

AI & Machine Learning
Audio

Publication date: March 24, 2024

No More Shortcuts: Realizing the Potential of Temporal Self-Supervision

AAAI Conference on Artificial Intelligence

Ishan Rajendrakumar Dave, Simon Jenni, Mubarak Shah

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: March 22, 2024

Fine-tuning CLIP Text Encoders with Two-step Paraphrasing

EACL 2024 Findings

Hyunjae Kim, David Seunghyun Yoon, Trung Bui, Handong Zhao, Quan Hung Tran, Franck Dernoncourt, Jaewoo Kang

AI & Machine Learning
Computer Vision, Imaging & Video
Natural Language Processing

Publication date: March 19, 2024

Magic Fixup: Streamlining Photo Editing by Watching Dynamic Videos

arxiv

Hadi AlZayer, Zhihao Xia, Xuaner (Cecilia) Zhang, Eli Shechtman, Jia-Bin Huang, Michaël Gharbi

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: March 17, 2024

Few-Shot Dialogue Summarization via Skeleton-Assisted Prompt Transfer in Prompt Tuning

The Conference of the European Chapter of the Association for Computational Linguistics (EACL)

Kaige Xie, Tong Yu, Haoliang Wang, Junda Wu, Handong Zhao, Ruiyi Zhang, Kanak Mahadik, Ani Nenkova, Mark Riedl

AI & Machine Learning
Natural Language Processing

Publication date: March 17, 2024

Presentations by the Humans and For the Humans: Harnessing LLMs for Generating Persona-Aware Slides from Documents

The 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL) 2024

Ishani Mondal, Shwetha Somasundaram, Anandhavelu Natarajan, Aparna Garimella, Sambaran Bandyopadhyay, Jordan Boyd-Graber

AI & Machine Learning
Content Intelligence
Document Intelligence
Natural Language Processing

Publication date: March 12, 2024

ToolChain: Efficient Action Space Navigation in Large Language Models with A Search

ICLR 2024

Yuchen Zhuang, Xiang Chen, Tong Yu, Saayan Mitra, Victor S. Bursztyn, Ryan A. Rossi, Somdeb Sarkhel, Chao Zhang

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: March 1, 2024

Linking Clicks to Bricks: Understanding the Effects of Email Advertising on Multichannel Sales

Information Systems Research (ISR)

Mi Zhou, Vibhanshu Abhishek, Edward Kennedy, Kannan Srinivasan, Ritwik Sinha

AI & Machine Learning
Data Intelligence

Publication date: February 27, 2024

Mastering Context-to-Label Representation Transformation for Event Causality Identification with Diffusion Models

AAAI 2024

Hieu Man, Franck Dernoncourt, Thien Nguyen

AI & Machine Learning
Document Intelligence
Natural Language Processing

Publication date: February 27, 2024

DanceAnyWay: Synthesizing Beat-Guided 3D Dances With Randomized Temporal Contrastive Learning

The 38th Annual AAAI Conference on Artificial Intelligence (AAAI), 2024

Aneesh Bhattacharya, Manas Paranjape, Uttaran Bhattacharya, Aniket Bera

AI & Machine Learning
Graphics (2D & 3D)

Publication date: February 26, 2024

Retrieval Augmented Generation for Domain-specific Question Answering

AAAI 2024 Workshop on Scientific Document Understanding

Sanat Sharma, David Seunghyun Yoon, Franck Dernoncourt, Dewang Sultania, Karishma Bagga, Mengjiao Zhang, Trung Bui, Varun Kotte

AI & Machine Learning
Document Intelligence
Natural Language Processing

Publication date: February 22, 2024

CoPL: Contextual Prompt Learning for Vision-Language Understanding

AAAI 2024

Koustava Goswami, Srikrishna Karanam, Prateksha Udhayanan, Joseph K J, Balaji Vasan Srinivasan

AI & Machine Learning
Computer Vision, Imaging & Video
Natural Language Processing

Publication date: February 2, 2024

Multi-Modal Video Topic Segmentation with Dual-Contrastive Domain Adaptation

Multimedia Modelling 2024

Linzi Xing, Quan Hung Tran, Fabian Caba Heilbron, Franck Dernoncourt, David Seunghyun Yoon, Zhaowen Wang, Trung Bui, Giuseppe Carenini

AI & Machine Learning
Computer Vision, Imaging & Video
Natural Language Processing

Publication date: February 1, 2024

Bidirectional Temporal Diffusion Model for Temporally Consistent Human Animation

International Conference on Learning Representations (ICLR) 2024

Tserendorj Adiya, Jae Shin Yoon, Jungeun Lee, Sanghun Kim, Hwasup Lim

AI & Machine Learning
AR, VR & 360 Photography
Graphics (2D & 3D)

Publication date: January 14, 2024

VIXEN: Visual Text Comparison Network for Image Difference Captioning

AAAI Conference on Artificial Intelligence (AAAI)

Alex Black, Jing Shi, Yifei Fan, Tu Bui, John Collomosse

AI & Machine Learning
Computer Vision, Imaging & Video
Content Intelligence
Natural Language Processing

Publication date: January 4, 2024

Iterative Multi-Granular Image Editing Using Diffusion Models

IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Joseph K J, Prateksha Udhayanan, Tripti Shukla, Aishwarya Agarwal, Srikrishna Karanam, Koustava Goswami, Balaji Vasan Srinivasan

AI & Machine Learning
Computer Vision, Imaging & Video

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