A drone attack launched from Sudan has killed 17 people in Chad, according to the Chadian government, which has pledged to retaliate against any further strikes as the civil war in the neighbouring nation rages on. A spokesman for the Chadian government announced the death toll on Thursday from the attack on the border town of Tine, which had been targeted despite "various firm warnings addressed to the different belligerents in the Sudan conflict and the closure of the border". Local government sources said it was not immediately clear who was behind the attack, according to Reuters. Chadian President Mahamat Idriss Deby called a meeting of the defence and security council on Wednesday night, ordering the army to "retaliate starting from tonight to any attack coming from Sudan", according to a presidency statement. Early on Thursday, the government said Chad had strengthened its security presence at the border and could potentially carry out operations on Sudanese territory.

Could Iran be using China's BeiDou system? The United Arab Emirates (UAE) has announced diversion of some flights from the Dubai international airport, one of the world's busiest, after a drone attack sparked a fire near the facility, as Bahrain, Kuwait, Qatar and Saudi Arabia also reported intercepting drones and missiles. The Dubai Media Office on Monday said civil defence teams had "successfully contained the fire resulting from impact to one of the fuel tanks in the vicinity" of the airport, noting that no injuries had been reported so far. The Dubai Civil Aviation Authority, meanwhile, said it was temporarily suspending flights at the airport "as a precautionary measure to ensure the safety of all passengers and staff". It did not say when they expected flights to resume.

A drone attack on a busy market in western Sudan has killed 11 people and wounded dozens more, including children, as the United Nations warns that the country's rapidly escalating air wars have claimed more than 200 civilian lives in little over a week. The attack on Adikong market, near Sudan's border with Chad, ignited fuel reserves and sent flames tearing through the area on Thursday. MSF described it as the second deadly drone attack on the same area in less than a month. Drones have become a key weapon used by both sides in the war between the Sudanese Armed Forces (SAF) and the paramilitary Rapid Support Forces that began in April 2023. UN Human Rights Chief Volker Turk said on Thursday he was appalled by the scale of intensifying aerial assaults on civilians in the war, warning that more than 200 people had been killed by drones across the Kordofan region and White Nile state since March 4 alone.

However, their utility is limited by their entanglement with respect to different visual attributes.

Do machines and humans process language in similar ways?

The current paradigm of evaluating Large Language Models (LLMs) through static benchmarks comes with significant limitations, such as vulnerability to data contamination and a lack of adaptability to the evolving capabilities of LLMs.

Membership Inference Attacks (MIA) aim to infer whether a target data record has been utilized for model training or not.

A new framework is proposed in this paper to address these issues.