04149nam 22006855 450 991102114500332120250815130157.0981-9509-88-210.1007/978-981-95-0988-1(MiAaPQ)EBC32263306(Au-PeEL)EBL32263306(CKB)40336019600041(DE-He213)978-981-95-0988-1(EXLCZ)994033601960004120250815d2025 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierGeneralizing 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 /edited by Yuqing Ma, Jinyang Guo, Xiaowei Zhao, Ruihao Gong, Ning Liu, Xuefei Ning, Xianglong Liu1st ed. 2025.Singapore :Springer Nature Singapore :Imprint: Springer,2025.1 online resource (337 pages)Communications in Computer and Information Science,1865-0937 ;2640981-9509-87-4 -- 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.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 12 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.Communications in Computer and Information Science,1865-0937 ;2640Artificial intelligenceComputer scienceComputersApplication softwareArtificial IntelligenceTheory of ComputationComputing MilieuxComputer and Information Systems ApplicationsArtificial intelligence.Computer science.Computers.Application software.Artificial Intelligence.Theory of Computation.Computing Milieux.Computer and Information Systems Applications.006.3Ma Yuqing1844478Guo Jinyang1844479Zhao Xiaowei1844480Gong Ruihao1844481Liu Ning766615Ning Xuefei1844482Liu Xianglong1844483MiAaPQMiAaPQMiAaPQBOOK9911021145003321Generalizing from Limited Resources in the Open World4427131UNINA