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SusAI 2024 : The International Workshop on Sustainable AI for Natural Language Processing

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Link: https://fllm2024.fllm-conference.org/Workshops/SusAI2024/
 
When Nov 26, 2024 - Nov 29, 2024
Where Dubai, UAE
Submission Deadline Aug 15, 2024
Notification Due Oct 5, 2024
Final Version Due Oct 25, 2024
Categories    generative ai   LLM   sustainable ai   natural language processing
 

Call For Papers

Call for Papers

Many recent research efforts aim at developing models able to present results as accurate as Foundation Models and Large Language Models and, at the same time, that can be trained, stored and run with limited computational resources. SusAI workshop aims at gathering researchers, present new trends and highlight new ideas about sustainable AI. In particular, it will present approaches, both at the training and at the inference levels, for obtaining lighter models, requiring less energy for training and/or able to be run on edge devices.

Significant topics are related, but not limited to, different techniques and methods aiming at developing models going towards sustainable AI, which can be applied across a wide range of use cases, with particular regard to Natural Language Processing tasks:

Data scaling and data sampling
Hyperparameters optimization
Memory-efficient model architectures
Model pruning
Knowledge distillation
Quantization
Matrix decomposition
Neuro-morphic paradigm
Quantum computing

Organization Committee

Massimo Esposito, CNR-ICAR, Italy (massimo.esposito@icar.cnr.it)
Francesco Gargiulo, CNR-ICAR, Italy
Aniello Minutolo, CNR-ICAR, Italy
Marco Pota, CNR-ICAR, Italy (marco.pota@icar.cnr.it)

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