Generalizing from Limited Resources in the Open World

Third International Workshop, GLOW 2025, Held in Conjunction with IJCAI 2025, Montreal, Canada, August 16-22, 2025, Proceedings
Herausgeber: Ma, Yuqing; Liu, Xianglong; Ning, Xuefei; Liu, Ning; Gong, Ruihao; Zhao, Xiaowei; Guo, Jinyang

• Broschiertes Buch

Produktbeschreibung

This book presents the proceedings from the Third International Workshop on Generalizing from Limited Resources in the Open World (GLOW) 2025 held in conjunction with the International Joint Conference on Artificial Intelligence, IJCAI 2025, in Montreal, Canada, during August 16-22, 2025. The 13 full papers in this book were carefully reviewed and selected from 27 submissions. These papers focus on the academic exploration of efficient methodologies within the realm of artificial intelligence models. We concentrated on both data-efficient strategies, such as zero/few-shot learning and domain adaptation, as well as model-efficient approaches like model sparsification and compact model design.

Produktdetails

• Verlag: Springer Singapore / Springer-Verlag GmbH
• Artikelnr. des Verlages: 89570273
• Seitenzahl: 211
• Erscheinungstermin: 17. September 2025
• Englisch
• Abmessung: 235mm x 155mm
• ISBN-13: 9789819509874
• ISBN-10: 9819509874
• Artikelnr.: 74821514

Inhaltsangabe

.
Evaluating the Behavior of Small Language Models in Answering Binary Question. .
Event
Priori
Based Vision
Language Model for Efficient Visual Understanding. .
Prompt
Tuning Bandits: Enabling Few
Shot Generalization for Efficient Multi
Task Offline RL. .
GateLIP
X:Balancing Adaptation and Generalization in CLIP for Real
World via a Training
Free Framework. .
QSE: Mitigating LLM Hallucinations through Query
adaptive Saliency
localized Activation Editing. .
Meta
Learning with Heterogeneous Tasks. .
DIN: Dynamical Interaction Network for Multi
Station Multi
Variable Weather Prediction. .
Towards Inclusive NLP: Assessing Compressed Multilingual Transformers across Diverse Language Benchmarks. .
Knowledge
Guided Structured Pruning for Multimodal Language Models . .
Vision Transformers for End
to
End Quark
Gluon Jet Classification from Calorimeter Images. .
Special solutions with small volume exist. .
Adaptive Contextual Embedding for Robust Far
View Borehole Detection. .
Class
Aware Sinkhorn
DRO for Few
Shot Domain Adaptation.