Long Paper
Papers are limited to 7 pages excluding references.
AI/CORE Unranked
GLOW 2026
Fourth International Workshop on Generalizing from Limited Resources in the Open World Workshop at International Joint Conference on Artificial Intelligence (IJCAI) 2026
Aug 15 2026Official workshop site Site reachable
The GLOW 2026 workshop, held in conjunction with IJCAI 2026, focuses on advancing AI models' ability to generalize from limited resources in open-world settings. It brings together researchers to explore data-efficient and model-efficient methods—including few-/zero-shot learning, domain adaptation, model compression, and generative AI under constraints—to bridge the gap between human-like adaptability and current AI limitations.
Key deadlines
Verified September 9, 2026Full paper
June 10, 2026
AoE
Workshop timeline
Submission and decisions
Full paperKey deadline
June 10, 2026 · AoE
Paper fit
Contribution paths
A strong submission should clearly identify its contribution and evaluate it appropriately.
Extended Abstract
Papers are limited to 4 pages including references.
Research areas in scope
01
Generalization from Limited Resources
New methods for in-context learningApplications of large AI models in vertical domainsNew methods for AI alignmentNew methods and benchmarks of open set/world learning problemNew methods for few-/zero-shot learningNew methods for domain-adaptation methodsNew methods for training generative models under limited dataBenchmark for evaluating model generalizationUnderstanding the generalization vulnerabilities of deep learning systemsNetwork sparsity, quantization, distillation, etc.Neural architecture search (NAS)Efficient network architecture designEfficient methods for generative models like diffusion, large language modelsHardware implementation and on-device deploymentOn-device learningBrain-inspired artificial intelligence like spiking neural networks (SNN)Optimization on parallel and distributed trainingNew methods for roboticsNew method for embodied intelligence
Policies worth checking twice
- Submissions must be anonymized.
- Submissions must follow IJCAI 2026 author instructions.
- Double-blind peer review policy is enforced.
- All papers receive at least two reviews.
- Accepted papers will be published in the Communications in Computer and Information Science series (indexed by EI Compendex).
Official sources
Compiled from the official call for papers. The organizers’ pages remain authoritative.
Last verified September 9, 2026