The 145th FA Cup final takes place at Wembley on Saturday but will it be Manchester City or Chris Sutton's old club Chelsea who get their hands on the famous old trophy? Chelsea have not beaten City in any of their past 13 meetings but their last success against Pep Guardiola's side came on another huge occasion, the 2021 Champions League final. I was at that game and Pep did not get the better of Thomas Tuchel, said BBC Sport football expert Sutton. He is not going to be schooled by Calum McFarlane though. As well as the FA Cup, Sutton is making predictions for all 380 Premier League games this season, against AI, BBC Sport readers and a variety of guests. For all of this weekend's games, he takes on two Manchester City fans - frontman and guitarist Tom Ogden and drummer Joe Donovan from indie band Blossoms - and a Chelsea supporter - rapper Songer. Blossoms' new single, Joke About Divorce, is out. It is their first new material since their 2024 UK number one album, Gary.

Is this AI's worst prediction yet? Chris Sutton's guest this week, actor Éanna Hardwicke, plays Roy Keane in Saipan - a new film about the former Manchester United captain's infamous fallout with Republic of Ireland manager Mick McCarthy before the 2002 World Cup. It is in cinemas from Friday. Naturally, we asked AI who would play Sutton if a film were ever made about him. The best fit, apparently, is Hollywood heartthrob Tom Hardy - who is four inches shorter than BBC Sport football expert Sutton but is AI's top choice for the role because he is known for portraying tough, brooding characters with emotional depth. That just shows how way off the mark AI is, said Sutton. But I'm happy with Tom Hardy, even though he is not tall enough.

Will the start of 2026 see a change of fortune for BBC Sport football expert Chris Sutton, whose title hopes are fading fast? After Sutton made a strong start to the season, AI has taken charge of the predictions title race, clinching another win last week. It's been a bad start to the new year for me, with AI top of the table, Sutton said. I also lost to my daugher Sophia at cards over Christmas. We played rummy and I think she was cheating - a lot like AI, she was definitely getting some help from somewhere. Sutton is making predictions for all 380 Premier League games this season, against AI, BBC Sport readers and a variety of guests. For week 20, he takes on singer-songwriter Andrew Cushin, who is a Newcastle fan.

Arsenal are sitting top of the Premier League at Christmas, but it is BBC Sport football expert Chris Sutton who leads the way when it comes to predictions. I'm number one at Christmas - again, said Sutton, who as a player led the Premier League table at this point with Norwich in 1992 and Blackburn in 1994, and went on to win the title with Rovers. It's a big deal for me to be top, as well as for Arsenal . AI is the go-to for virtually everyone in the world whenever they have to ask anything, so the fact that I am beating it - and let's face it, I have stuffed it for half a season now - is pretty incredible. It says a lot about me, and I'm delighted. Rather than asking AI about everything, maybe people should come to me to tap into my intelligence instead?

We present VILLA, the first known effort on large-scale adversarial training for vision-and-language (V+L) representation learning. VILLA consists of two training stages: (i) task-agnostic adversarial pre-training; followed by (ii) task-specific adversarial finetuning. Instead of adding adversarial perturbations on image pixels and textual tokens, we propose to perform adversarial training in the embedding space of each modality. To enable large-scale training, we adopt the ``free'' adversarial training strategy, and combine it with KL-divergence-based regularization to promote higher invariance in the embedding space. We apply VILLA to current best-performing V+L models, and achieve new state of the art on a wide range of tasks, including Visual Question Answering, Visual Commonsense Reasoning, Image-Text Retrieval, Referring Expression Comprehension, Visual Entailment, and NLVR2.

Aston Villa have won nine games in a row in all competitions, but can they reach double figures by beating Manchester United on Sunday? Villa have gone behind in three of those games and haven't kept a clean sheet in their past four matches, said BBC Sport football expert Chris Sutton. But they have been so attacking and Morgan Rogers is absolutely flying. They just never seem to lie down. Sutton is making predictions for all 380 Premier League games this season, against AI, BBC Sport readers and a variety of guests. For week 17, he takes on Zambian musician and rapper Sampa the Great. Sampa the Great's new single, Can't Hold Us, is out now and is included in the EAFC 26 video game. Do you agree with their scores?

Aston Villa are going for a fourth successive Premier League victory when they travel to Brighton on Wednesday, but should Unai Emery's side change the way they have been scoring goals on their winning run? There is apparently some debate about whether Villa's xG (expected goals) is unsustainable because they are scoring from long range, but that's nonsense, said BBC Sport football expert Chris Sutton. Villa have good players who can shoot from the edge of the box, so are you seriously going to tell them not to shoot now, because of xG? Give me a break. Sutton is making predictions for all 380 Premier League games this season, against AI, BBC Sport readers and a variety of guests. For the midweek fixtures in week 14, he takes on musician, author and Fulham fan Felix White. White is the guitarist with The Maccabees and 86TVs. His new book'Whatever will be, will be: A Matter of Life and Football' is out now.

Arsenal's 10-game winning run was ended by Sunderland before the international break, but will the Premier League leaders bounce back against north London rivals Tottenham on Sunday? I feel like Arsenal are miles ahead of Tottenham at the moment but Spurs boss Thomas Frank will have a plan for this game, said BBC Sport football expert Chris Sutton. Frank will try to nullify Arsenal, who have not always been at their scintillating best this season - but Mikel Arteta's side usually still find a way to win. Sutton is making predictions for all 380 Premier League games this season, against AI, BBC Sport readers and a variety of guests. For week 12, he takes on singer Olly Murs, who is a Manchester United fan . Murs' new album, Knees Up, is out on Friday.

We thank all the reviewers for their insightful and encouraging comments. T o Reviewer 1, 3, and 4 Q1: How do perturbations in embedding space compare to those in pixel/token space? Unlike pixels, tokens are discrete in nature. Q2: What happens if adversarial perturbations are simultaneously added to both image and text domains? Q3: Do the adversarial perturbations make the model more robust to adversarial attacks and paraphrases?