Markov decision processes (MDPs) often suffer from the sensitivity issue under model ambiguity. In recent years, robust MDPs have emerged as an effective framework to overcome this challenge. Distributionally robust MDPs extend the robust MDP framework by incorporating distributional information of the uncertain model parameters to alleviate the conservative nature of robust MDPs.

TextDiffuser consists of two stages: first, a Transformer model generates the layout of keywords extracted from text prompts, and then diffusion models generate images conditioned on the text prompt and the generated layout.

Evidence is mounting that Elon Musk's decision to deny Russian forces access to his Starlink satellite-based internet service has blunted Moscow's advance, caused confusion among Russian soldiers and handed an advantage to Ukraine's defenders. And what can Ukraine's military achieve in the meantime? The Russians lost their ability to control the field, a Ukrainian drone operator who goes by the callsign Giovanni told us. I think they lost 50% of their capacity for offence, he said. That's what the numbers show.

A 17-year-old British sailor saved Simon from the Hong Kong docks when he was likely a year old. Breakthroughs, discoveries, and DIY tips sent six days a week. One day in March of 1948, George Hickinbottom, a British sailor, was walking around the docks of Stonecutters Island in Hong Kong. When the 17-year-old spotted a small black-and-white tuxedo cat, barely out of kittenhood, he decided to smuggle the hungry, scrawny animal aboard his ship, the HMS . Hickinbottom didn't get in trouble.

Trump on the brink of'major war' with Iran as Ayatollah defies his nuclear red line It looks like paradise... but the Costa Rica resort where a surfing legend was murdered while living with girlfriend less than half his age is hiding a seedy underbelly Courtney Love's agony over Kurt Cobain'homicide' investigation: Insiders break silence about new probe My wife showed me her extreme kink on Pornhub... then she begged me to do the unthinkable: DEAR JANE Lindsey Vonn's Winter Olympics ski crash injury is'a lot more severe than a broken leg' with her'leg in pieces' after specialists suggested she may need amputation Nancy Guthrie sheriff insists her case is'far from cold' despite no leads, arrests, or DNA matches 18 days after disappearance Unseen trove of Alexander brothers photos revealed... as horrifying sex crimes trial is rocked by jury scandal Ukraine peace talks collapse in less than two hours as Zelensky says it is'not fair' Trump wants him to compromise and not Putin How I lost eight stone by filling up on THESE two foods - and not a fat jab in sight: I will forever be haunted by my wedding and honeymoon pictures, but now I'm nine-and-a-half stone and eating more than ever Police arrest boyfriend of girl who vanished without a trace as they believe he'heinously murdered her' JFK Jr's hunky love rival kept Carolyn Bessette coming back for more... now we've found silver-haired Baywatch star on a bus bench Secret'immovable' UFO is hiding in plain sight in purpose-built structure claims US congressman The sex complaints women are too afraid to tell their husbands: The position we dread, the mistake most men make... and our favorite sneaky trick Your choice of a cheap Zinfandel Rosé over an expensive Argentinian Malbec might reveal more about your personality than your palate, according to a new study. Researchers have found that traits such as extraversion, openness and neuroticism can indicate what type of plonk you prefer. They used AI to determine personality traits based on the reviews, and compared it to the strength of wine people were buying. Analysis revealed that people who score high in agreeableness and openness tend to go for wines with a higher alcohol content. These are usually perceived as being of higher quality and have a richer body and taste - for example a Cabernet Sauvignon, Malbec, Port or Sherry.

Figure 4: Impact of the proportion of injected noise for learning Paragraph Em-beddings on XSum dataset. (Figure 4). The results of the ablation study are presented in Table 5. Embedder in providing clean and denoised reconstructions. In general, it has been observed that generations progress in a coarse-to-fine manner. The early time step, which is close to 1, tends to be less fluent and generic. This was the nicest stay we have ever had. Turtle Bay was a great resort. This was the nicest stay we have ever had.