3 papers
cs.CV2025
VCode: a Multimodal Coding Benchmark with SVG as Symbolic Visual Representation
Kevin Qinghong Lin, Yuhao Zheng, Hangyu Ran +5
Code has emerged as a precise and executable medium for reasoning and action in the agent era. Yet, progress has largely focused on language-centric tasks such as program synthesis…
cs.CV2024
PL-FSCIL: Harnessing the Power of Prompts for Few-Shot Class-Incremental Learning
Songsong Tian, Lusi Li, Weijun Li +3
Few-Shot Class-Incremental Learning (FSCIL) aims to enable deep neural networks to learn new tasks incrementally from a small number of labeled samples without forgetting previousl…
cs.CV2023
A Survey on Few-Shot Class-Incremental Learning
Songsong Tian, Lusi Li, Weijun Li +3
Large deep learning models are impressive, but they struggle when real-time data is not available. Few-shot class-incremental learning (FSCIL) poses a significant challenge for dee…