Voting - It was adopted with 153 nations voting in its favour, 10 voting against (including the US) and 23 abstentions.It also reiterated that all parties shall comply with international humanitarian law to protect the civilians.Immediate and unconditional release of all hostages, as well as ensuring humanitarian access.UN Resolution – The 193-member United Nations General Assembly (UNGA) expressed grave concern over the catastrophic humanitarian situation in the Gaza Strip and the suffering of the Palestinian civilian population.India votes in favour of UN resolution demanding Gaza ceasefire in an UNGA Emergency Special Session. The Indian Express| Graph Networks for Material Exploration.It has published a list of 381,000 of the 2.2 million crystal structures that it predicts to be most stable.It increases the number of ‘stable materials’ by 10-fold including inorganic crystals that modern tech applications use.Significance – It has boosted the precision rate for predicting materials stability from 50% to around 80%.The Materials Project is a multi-institution, multi-national endeavour to compute the properties of all inorganic materials and provide the data for every materials researcher free of charge. The Materials Project is the original datasheet for GNoME.The final step in their approach exploits Density Functional Theory (DFT), a method to verify the stability of the new structures, which are then used as new training datasets for the tool.Working – GnoME can generate predictions for the structures of novel, stable crystals which were then tested, resulting in high-quality training data fed back into model training.

Aim - To generate novel candidate crystals and to predict their stability.ĭeep learning is a method of artificial intelligence (AI) where it is taught to process data in a way that is inspired by a human computer.

It is a state-of-the-art graph neural network (GNN) model that uses ‘active learning’ to enhance its performance, allowing it to predict the stability of new materials.

GNoME, an AI tool, is accelerating the materials discovery using artificial intelligence (AI). Graph Networks for Materials Exploration (GNoME)

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