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Pakistan shoots down more than two dozen drones launched by India

FOX News

Fox News senior foreign affairs correspondent Greg Palkot has the latest on the crisis on'Special Report.' India launched multiple Israeli-made Harop drones targeting Pakistan overnight and into Thursday, wounding at least four soldiers, Pakistan army officials said. Pakistani forces downed 25 of the drones, Pakistan army spokesperson Lt. Gen. Ahmad Sharif told The Associated Press. Debris from a downed drone that fell into the Sindh province killed one civilian and injured another. A drone damaged a military site near the city of Lahore, injuring four soldiers, and another went down in Rawalpindi, which is near the capital, Sharif said.



Pakistan accuses India of drone attack

Al Jazeera

Video shows drone debris in Lahore after Pakistan's army said it shot down 12 drones during an overnight Indian attack against several sites, killing one civilian and wounding four soldiers while targeting military positions.


Scalable Aerial GNSS Localization for Marine Robots

arXiv.org Artificial Intelligence

--Accurate localization is crucial for water robotics, yet traditional onboard Global Navigation Satellite System (GNSS) approaches are difficult or ineffective due to signal reflection on the water's surface and its high cost of aquatic GNSS receivers. Therefore, a more efficient and scalable solution remains necessary. This paper proposes an alternative approach that leverages an aerial drone equipped with GNSS localization to track and localize a marine robot once it is near the surface of the water . Our results show that this novel adaptation enables accurate single and multi-robot marine robot localization. In this paper, we explore the use of an aerial drone equipped with GNSS localization to track and localize a marine robot when it is near the surface, presenting a novel adaptation of this technique for multi-robot localization in marine environments. Robot localization typically involves the use of a Global Navigation Satellite System (GNSS) such as the Global Positioning System (GPS) that estimates the position of a robot through the use of various satellites. Extending this solution to marine robots is challenging due to the limitations of GNSS signal propagation.


Inside the Chornobyl exclusion zone – in pictures

The Guardian > Energy

A Russian drone attack has inflicted tens of millions of pounds of damage to the site of the Chornobyl nuclear power plant, according to experts. The photographer Julia Kochetova has gained access to the area


Israel Downs Drone as Houthis Vow to Continue Tit-for-Tat Strikes

NYT > Middle East

Israel said the airport attack was in response to a Houthi ballistic missile strike near Ben-Gurion International Airport, outside Tel Aviv, on Sunday. Multiple airlines have temporarily suspended flights in response to the attack, which wounded at least six people. For more than a year, the Houthis, who rule much of northwestern Yemen, have fired rockets and drones at Israel and ships in the Red Sea in what they call a solidarity campaign with Palestinians in Gaza. The United States has lent its military support to Israel in the conflict, launching missile strikes against Yemen and deploying its aircraft carriers to protect shipping. The efforts began under the Biden administration but were stepped up in mid-March, when Mr. Trump sharply escalated attacks and vowed that the Houthis would be "annihilated."


Video: Deadly Russian missile and drone attack in Kyiv

Al Jazeera

At least two people were killed in a Russian missile and drone attack on Ukraine's capital Kyiv. Officials said falling debris caused a fire in an apartment building where a mother and her son died.


Port Sudan explosions: Lifeline for aid comes under attack for fourth day

Al Jazeera

Explosions have been heard at the Port of Sudan, a critical lifeline and entry point for aid, as attacks on the city continued for a fourth day in the latest confrontation between Sudanese Armed Forces (SAF) and the paramilitary Rapid Support Forces (RSF) in the country's brutal two-year civil war. The attacks have been blamed on the RSF by Sudan's army and by residents. On Wednesday morning, an army source told the AFP news agency on condition of anonymity that the explosion was due to a drone attack that was met with "anti-aircraft missiles". The Port of Sudan on the Red Sea coast had been a haven city hosting hundreds of thousands of displaced people since the war began and serves as an interim seat for Sudan's military-allied government, which has been at war with the RSF since 2023. The attacks on Port Sudan have increased fears of disruptions to desperately needed aid deliveries in the country suffering one of the world's most dire humanitarian crises, and where famine has been declared in some areas.


Effective Reinforcement Learning Control using Conservative Soft Actor-Critic

arXiv.org Artificial Intelligence

Reinforcement Learning (RL) has shown great potential in complex control tasks, particularly when combined with deep neural networks within the Actor-Critic (AC) framework. However, in practical applications, balancing exploration, learning stability, and sample efficiency remains a significant challenge. Traditional methods such as Soft Actor-Critic (SAC) and Proximal Policy Optimization (PPO) address these issues by incorporating entropy or relative entropy regularization, but often face problems of instability and low sample efficiency. In this paper, we propose the Conservative Soft Actor-Critic (CSAC) algorithm, which seamlessly integrates entropy and relative entropy regularization within the AC framework. CSAC improves exploration through entropy regularization while avoiding overly aggressive policy updates with the use of relative entropy regularization. Evaluations on benchmark tasks and real-world robotic simulations demonstrate that CSAC offers significant improvements in stability and efficiency over existing methods. These findings suggest that CSAC provides strong robustness and application potential in control tasks under dynamic environments.


'No safety guarantee': Could Ukrainian drones target Putin's Victory Day?

Al Jazeera

Waves of Ukrainian drones have hit Moscow in recent days as the Russian capital prepares for the country's most important national holiday, Victory Day, this week. Russia celebrates May 9 as Victory Day to mark the defeat of Nazi forces in World War II. The day involves a major military parade, with leaders of Russia's allies often in attendance. But this year, the run-up to the day has been clouded by a warning from Ukrainian President Volodymyr Zelenskyy, who has said Kyiv cannot guarantee the safety of the foreign leaders attending the parade in Moscow. Here is more about Ukraine's attacks, Victory Day and why it is significant. Moscow Mayor Sergei Sobyanin said on Tuesday that Russia's air defence systems shot down 19 drones flying towards Moscow from different directions.