Then we introduce a semantic mapper that produces the proxy masks from various input conditions including semantic masks.

Visualising AI spending: How does it compare with history's mega projects? World leaders and tech executives are convening in New Delhi for the India-AI Impact Summit 2026, focusing on the role of artificial intelligence in governance, job disruption and global collaboration. However, behind these discussions lies the financial reality. Over the past decade, AI has drawn one of the largest waves of private investment in modern history, totalling trillions of dollars. According to Gartner, a United States-based business and technology insights company, worldwide spending on AI is forecast to total $2.5 trillion in 2026, a 44 percent increase over 2025.

The heads of AI companies OpenAI and Anthropic refused to hold hands in a group photo at the opening of a major AI summit in India. The rivalry between Sam Altman of OpenAI and Dario Amodei of Anthropic escalated this year when the latter ran attack ads during the Super Bowl. South Korea's ex-President Yoon gets life for insurrection Mark Zuckerberg appears to be'served' new lawsuit upon arrival at court

Bill Gates pulls out of India's AI summit amid Epstein files controversy Bill Gates will not deliver his keynote address at the India AI Impact Summit in Delhi, his philanthropic organisation said hours before the Microsoft co-founder was due to speak. The Gates Foundation said the decision was made after careful consideration and to ensure the focus remains on the [summit's] key priorities, but did not elaborate. Gates's withdrawal comes amid a controversy over his ties to the late sex offender Jeffrey Epstein after he was named in new files released by the US Department of Justice in January. Gates's spokesperson has called the claims in the files absolutely absurd and completely false, and the billionaire has said he regretted spending time with Epstein . Gates has not been accused of wrongdoing by any of Epstein's victims and the appearance of his name in the files does not imply criminal activity of any kind.

World leaders discuss AI future at India's global summit in New Delhi The fourth, and most high-profile, day of a global artificial intelligence summit in India is under way with world leaders such as United Nations chief Antonio Guterres and French President Emmanuel Macron taking the floor to discuss how to handle the fast-advancing technology that is prompting investment enthusiasm and deep concern in equal measure. The huge gathering in New Delhi is the fourth in a series of international AI meetings that have been taking place since 2023 in France, South Korea and the United Kingdom. Job disruption, child safety and regulations have topped the agenda of this year's edition. The UN chief called on tech tycoons to support a $3bn global fund to ensure open access to the fast-advancing technology for all. The French president also spoke of needing deep involvement: "The message I have come to convey is what is that we are determined to continue to shape the rules of the game, and to do with our allies such as India," Macron said. "Europe is not blindly focused on regulation - Europe is a space for innovation and investment, but it is a safe space."

N Korea's Kim unveils 50 rocket launchers ahead of key congress North Korean leader Kim Jong Un has unveiled dozens of nuclear-capable rocket launchers ahead of a key congress of the governing Workers' Party, according to state media. Kim hailed the 600mm-calibre rocket launchers as "wonderful" and "attractive" during the ceremony on Wednesday, adding that new military and construction goals will be set during the upcoming congress. "When this weapon is used, actually, no force would be able to expect God's protection," Kim said, according to the KCNA "It is really a wonderful and attractive weapon," Kim said, according to South Korea's Yonhap News Agency. He described the launchers as the "world's most advantageous weapon for concentrated super-powerful attack", according Yonhap. Photos released by state media showed dozens of launch vehicles parked in neat rows on the plaza of Pyongyang's House of Culture, which will host the congress.

The government plans to submit a bill to revise the economic security promotion law during the current session of parliament that began on Wednesday. The Japanese government plans to revise the economic security promotion law to support companies with economic security-linked projects overseas. This will be the first revision of the law, established in 2022. The move comes amid a rapidly changing international environment, as the Ukraine-Russia war drags on and China continues to flex its economic muscle. Competition is also intensifying in the development of artificial intelligence and other cutting-edge technologies.

It's been nearly 20 years since Apple was this untethered from its tech peers, giving investors an appealing alternative to the artificial intelligence-fueled volatility that has gripped most other corners of the stock market in recent weeks. Apple's 40-day correlation to the Nasdaq 100 Index tumbled to 0.21 last week, the lowest since 2006, according to data compiled by Bloomberg. Its correlation with the benchmark has been on the decline since May, when it reached 0.92, as Apple's decision to mostly sit out the AI arms race has turned it into an outlier compared with many of its rivals. A correlation of 1 means the two securities are moving in perfect unison, while a reading of -1 signals they are moving opposite each other. "Apple's lack of correlation is 100% a positive right now," said Art Hogan, who helps oversee $25 billion as chief market strategist at B. Riley Wealth.

Fragments of a drone lie scattered on the ground in the Muksan-ri area, Kaepung District, Kaesong City, North Korea, after North Korea said on Saturday that South Korea sent another drone into North Korean airspace on Jan. 4, according to North Korean state media KCNA, in this picture released on Jan. 10. SEOUL - South Korea's Unification Minister Chung Dong-young said on Wednesday that three civilians had sent drones to North Korea on four occasions since President Lee Jae Myung took office last year, harming inter-Korean ties. The trio flew the aircraft between September and January, Chung said, citing an ongoing investigation by police and the military. Drones crashed on two occasions in North Korea, in line with claims made by Pyongyang, he said. On two other attempts the drones returned to Paju, a border settlement in South Korea, after flying over Kaesong, a city in North Korea, Chung said.

Campaigners fear Narendra Modi could use AI to increase state surveillance and sway elections. Campaigners fear Narendra Modi could use AI to increase state surveillance and sway elections. Silicon Valley tech billionaires will land in Delhi this week for an AI summit hosted by India's prime minister, Narendra Modi, where leaders of the global south will wrestle for control over the fast-developing technology. During the week-long AI Impact Summit, attended by thousands of tech executives, government officials and AI safety experts, tech companies valued at trillions of dollars will rub along with leaders of countries such as Kenya and Indonesia, where average wages dip well below $1,000 a month. Amid a push to speed up AI adoption across the globe, Sundar Pichai, Sam Altman and Dario Amodei, the heads of Google, OpenAI and Anthropic, will all be there.