Latest Articles for Few-shot Learning

Machine Learning Evaluating Corporate Climate Commitments

Uncovering the truth behind corporate emission goals using advanced technology.

Marco Wrzalik, Adrian Ulges, Anne Uersfeld

2025-03-28T15:38:42+00:00 ― 5 min read

Machine Learning Revolutionizing Robot Learning with Few Examples

A new method allows robots to quickly learn tasks with minimal demonstrations.

Seongwoong Cho, Donggyun Kim, Jinwoo Lee

2025-03-27T12:21:36+00:00 ― 6 min read

Software Engineering Automating Grammar Extraction in DSLs

A new tool simplifies understanding DSL grammar for developers.

Mohammad Jalili Torkamani

2025-03-22T07:10:12+00:00 ― 7 min read

Computation and Language Revolutionizing Question Answering with Few-Shot Learning

Discover how few-shot learning improves question answering efficiency and accuracy.

Patrick Sutanto, Joan Santoso, Esther Irawati Setiawan

2025-03-18T06:52:12+00:00 ― 6 min read

Computer Vision and Pattern Recognition Revolutionizing Knowledge Distillation with Tailored Coordinate Systems

Learn how TCS improves AI model training efficiency and adaptability.

Junjie Zhou, Ke Zhu, Jianxin Wu

2025-03-16T04:18:45+00:00 ― 7 min read

Computation and Language Can AI Talk to Kids? Exploring Language Models

Research tests AI's ability to communicate with children like caregivers.

Jing Liu, Abdellah Fourtassi

2025-03-15T21:53:33+00:00 ― 6 min read

Computation and Language The Evolution of Natural Language Inference

A journey through the advancements in Natural Language Inference technology.

Sourav Banerjee, Anush Mahajan, Ayushi Agarwal

2025-03-15T17:04:39+00:00 ― 6 min read

Sound Revolutionizing Sound Effects with YingSound

YingSound transforms video production by automating sound effects generation.

Zihao Chen, Haomin Zhang, Xinhan Di

2025-03-03T17:42:00+00:00 ― 6 min read

Computer Vision and Pattern Recognition CRoF: A Solution to Noisy Labels in Few-Shot Learning

Discover how CRoF tackles noisy labels in machine learning efficiently.

Shizhuo Deng, Bowen Han, Jiaqi Chen

2025-02-23T12:22:03+00:00 ― 7 min read

Computer Vision and Pattern Recognition Adaptive Prompt Tuning: A New Era in Few-Shot Learning

APT improves image and text recognition with limited examples.

Eric Brouwer, Jan Erik van Woerden, Gertjan Burghouts

2025-02-11T09:51:45+00:00 ― 7 min read

Computer Vision and Pattern Recognition Revolutionizing Few-Shot Learning and Domain Adaptation

A unified framework for efficient computer vision tasks using minimal data.

Bharadwaj Ravichandran, Alexander Lynch, Sarah Brockman

2025-02-09T16:07:57+00:00 ― 7 min read

Robotics The Future of Robot Learning: A New Era Ahead

Explore how robots are learning through data for real-world tasks.

Marius Memmel, Jacob Berg, Bingqing Chen

2025-02-08T16:58:48+00:00 ― 7 min read

Computer Vision and Pattern Recognition Transforming AI with Few-Shot Learning

Explore how few-shot learning and unrolling optimize AI's adaptability with minimal data.

Long Zhou, Fereshteh Shakeri, Aymen Sadraoui

2025-02-05T22:15:09+00:00 ― 9 min read

Machine Learning COBRA: A New Approach to Data Retrieval

Discover how COBRA enhances data retrieval for better machine learning outcomes.

Arnav M. Das, Gantavya Bhatt, Lilly Kumari

2025-01-30T21:00:00+00:00 ― 6 min read

Sound Audio-Language Models: A New Frontier

Discover how audio-language models are changing sound recognition technology.

Gongyu Chen, Haomin Zhang, Chaofan Ding

2025-01-27T23:41:06+00:00 ― 6 min read

Computer Vision and Pattern Recognition Ensuring AI Image Recognition Accuracy

Discover the importance of model assurance for AI image classifiers.

Dang Nguyen, Sunil Gupta

2025-01-21T21:55:48+00:00 ― 8 min read

Computer Vision and Pattern Recognition Advances in Few-Shot Image Classification

Learn how computers can recognize images with limited examples.

Xi Yang, Pai Peng, Wulin Xie

2025-01-21T06:40:57+00:00 ― 6 min read