Tech
Computer scientists are boosting US cybersecurity
As cyber threats grow more sophisticated by the day, UC Riverside researchers are making computing safer thanks to research that targets some of the internet’s most pressing security challenges.
UCR computer science and engineering students and faculty in the Marlan and Rosemary Bourns College of Engineering are developing tools to expose hidden vulnerabilities, protect private data, and strengthen the digital defenses that safeguard everything from personal communications to national infrastructure.
Their work is on the forefront of cybersecurity innovation—and underscores the critical role of federal investment in higher education research.
“Cybersecurity impacts every aspect of our lives, from personal privacy to national security. At UC Riverside, with support from federal grants, we’re training the next generation of computer scientists and engineers who are already making the internet and IT systems safer for everyone,” said Amit Roy-Chowdhury, a Bourns professor and co-director of the UC Riverside Artificial Intelligence Research and Education (RAISE) Institute.
Here are examples of computer security innovations published and presented at conferences this year:
Protecting data in AI learning
As artificial intelligence spreads into health care, finance, and government, privacy is paramount. But UCR graduate student Hasin Us Sami discovered that even methods designed to keep sensitive information safe can be compromised.
His paper, “Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning”, posted to the arXiv preprint server, shows that adversaries can reconstruct private images from a training process called federated learning that was thought to be safer. Federated learning lets users train AI models on their own devices without sharing raw data.
For example, several hospitals may want to team up to develop AI models that detect diseases from patient tissue image scans. The research found that attackers could reverse-engineer data from the information that is shared and demonstrated how malicious servers could retrieve private images during training from state-of-the-art learning architectures, underscoring the urgent need for stronger defenses. The work was recognized at the 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, one of the top gatherings of AI researchers.
His paper was co-authored by graduate student Swapneel Sen, professors Amit K. Roy-Chowdhury and Srikanth V. Krishnamurthy, and assistant professor Basak Guler.
Unmasking firewall weaknesses
Research by graduate student Qing Deng focused on firewalls that millions rely on for protection. In the paper “Beyond the Horizon: Uncovering Hosts and Services Behind Misconfigured Firewalls,” published in the 2025 IEEE Symposium on Security and Privacy (SP), Deng and colleagues revealed that small configuration mistakes could open the door to cyber intruders.
By scanning the internet for unusual access points, Deng uncovered more than 2 million hidden services exposed by misconfigured firewalls—ranging from outdated servers to vulnerable home routers. These flaws, though overlooked for years, create what the team calls an “expanded observable internet,” a larger attack surface than security experts previously realized. The paper was co-authored by graduate students Juefei Pu, Zhaoweo Tan, and professors Zhiyun Qian and Srikanth V. Krishnamurthy.
Detecting invisible network flaws
For doctoral student Keyu Man, the threat of invisible “side-channel” attacks is a high priority. These attacks exploit subtle quirks in network protocols to allow hackers to hijack connections in a commonly used kind of server.
Known as “domain name system” servers, these computers translate human-friendly domain names into machine-readable IP addresses, allowing devices to find and connect to the right server.
Man co-authored the paper “SCAD: Towards a Universal and Automated Network Side-Channel Vulnerability Detection,” also published in the 2025 IEEE Symposium on Security and Privacy (SP), which introduces a tool called Side-ChAnnel Detector, or SCAD, to automatically uncover weaknesses in widely used operating systems like Linux and FreeBSD. Unlike previous methods that required weeks of painstaking manual work, SCAD can identify flaws in a single day of analysis.
Man’s research revealed 14 vulnerabilities—seven previously unknown—that could have been exploited for devastating cyberattacks. By automating the process, SCAD could change how industry protects critical online infrastructure.
The co-authors of this study include graduate students Zhongjie Wang, Yu Hao, Shenghan Zheng, Xin’an Zhou, Yue Cao, and professor Zhiyun Qian.
More information:
Hasin Us Sami et al, Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning, arXiv (2025). DOI: 10.48550/arxiv.2506.04453
Qing Deng et al, Beyond the Horizon: Uncovering Hosts and Services Behind Misconfigured Firewalls, 2025 IEEE Symposium on Security and Privacy (SP) (2025). DOI: 10.1109/sp61157.2025.00164
Keyu Man et al, SCAD: Towards a Universal and Automated Network Side-Channel Vulnerability Detection, 2025 IEEE Symposium on Security and Privacy (SP) (2025). DOI: 10.1109/sp61157.2025.00068
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Tech
The Future of EVs Is Foggy—but California Still Wants More of Them
It’s been a weird and confusing few weeks for the auto industry—especially for those who hoped to see more batteries on the road in the coming decade.
Just this month: Ford announced a retrenchment in its EV business, canceling some battery-powered vehicle plans and delaying others; the European Commission proposed to backtrack its goal to transition fully to zero-emission cars by 2035; the US government said it would loosen rules that would have required automakers to ratchet up the fuel economy of their fleets. BloombergNEF projects 14 million fewer EVs will be sold in the US by 2030 than it did last year—a 20 percent drop.
What has not changed, it seems, is California’s interest in shifting to cleaner transportation. “The state is doubling down on our zero-emission vehicle deployment, providing market certainty, and continuing to lead on clean transportation regardless of policy reversals elsewhere or shifts by automakers,” Anthony Martinez, a spokesperson for Governor Gavin Newsom, wrote in a statement to WIRED. He said the governor’s “commitment to accelerating California’s clean transportation transition hasn’t changed.”
In 2020, Newsom became one of the first lawmakers in the world to commit to full electrification when he signed an executive order directing state agencies to create rules that would ban the sale of new gas-powered cars in the state by 2035. Those rules eventually aimed to ratchet up the share of battery-electric vehicles, with an ultimate goal of a mix of pure EVs and plug-in hybrids. (The PHEVs could only account for about 20 percent of sales.) Several other states, including Massachusetts, New York, Oregon, and Washington State, pledged to do the same.
Earlier this year, the GOP-led Congress revoked, through legislation, California’s power to set its own clean air regulations. The state responded with a lawsuit, which is still being argued. Meanwhile, Newsom signed another executive order directing state agencies to further the state’s electrification goals in other ways.
Now auto industry experts and players say the state’s determination to push through policy and market changes to meet its now half-decade-old goal may be overly ambitious.
“Getting to 100 percent might be challenging,” says Stephanie Valdez Streaty, the director of industry insights at Cox Automotive. “There are a lot of headwinds.”
A coalition of California business groups have argued that the state’s goals even for next year—a requirement that 35 percent of model year 2026 vehicles sold are zero-emission—aren’t realistic, and that California should push back its goals for zero-emission new car sales. (Enforcement of the rules is paused while the larger battle with US Congress plays out.) Zero-emission cars accounted for 21 percent of the overall annual state new car sales as of the fall, according to the California New Car Dealers Association, well below the 35 percent goal. “The timeline needed to be adjusted,” says the group’s president, Brian Maas.
Tech
Top 10 IT leadership interviews of 2025 | Computer Weekly
Artificial intelligence (AI) has been the biggest talking point for IT leaders in 2025 – both the emerging capabilities and opportunities from the technology, and the challenges of implementing it at scale and in a way that delivers measurable benefits.
For the digital, data and technology leaders that Computer Weekly is privileged to talk to every week, building AI into their wider strategies and managing often over-hyped expectations just adds to the difficulties of one of the most important roles in any modern organisation.
All of that is taking place while they need to keep a tight rein on costs in a still difficult economy, and juggle skills shortages, talent development and ensuring cyber security. So, how well are they doing?
Computer Weekly gets access to some of the top technology leaders in the world – and the details they share make fascinating reading for anyone looking to develop and implement an IT strategy to improve their business, support employees and enhance their careers.
Here are Computer Weekly’s top 10 interviews with IT leaders in 2025:
The BBC’s research and development (R&D) arm serves a public purpose, which, according to director Jatin Aythora, is to make some of the technologies and inventions it creates available for free or at a really low cost. Aythora sees his job as helping to achieve technical breakthroughs that the news and media industry can benefit from, which he says BBC R&D has done for many years. Computer Weekly talks to him about self-belief and learning from different industries
The UK mapping service has moved on a long way from paper maps as it now looks to use AI to understand, interpret and derive insights from geographical data. CTO Manish Jethwa has a career-long passion for turning geographical data into useful insight, and he’s leading the organisation’s development of next-generation geospatial technologies.
As a technologist who also runs corporate operations, Thomson Reuters’ CTO believes her tech background gives her a unique edge as the business information group looks to transform its products with AI. That’s why she’s on a mission to use digital systems to transform internal processes and customer services.
Richard Masters, vice-president of data and AI at Virgin Atlantic, is an expert in enterprise data, but his career began somewhere different – space. Before moving into analytics, Masters completed a PhD in astrophysics at the University of Oxford. He is now applying his expertise in astrophysics to the nitty-gritty details of using AI to improve customer experience.
The vehicle recovery specialist is looking to AI and connected vehicle technology to enhance customer experience and get motorists back on the road in the shortest possible time. Group CIO Antony Hausdoerfer is driving the plan for digital transformation.
Digital media is core to engaging nearly two billion fans of Premier League football around the world, with data analytics and AI playing an ever-more important role. For Alexandra Willis, director of digital media and audience development at the organisation that runs top-level club football in England, the priority is to establish data-enabled experiences that keep fans just as engaged and entertained off the pitch.
Among the questions a head of technology may ponder are: what does it mean to be innovative, and, perhaps, what technology can be used to drive an innovation strategy? Given the main way people tend to place bets with Bet365 is via its mobile app, Alan Reed, head of platform innovation at Bet365’s Hillside Technology platform, talks to Computer Weekly about how generative AI changes the way people interact with computers.
Kate Balingit has been leading the digital health initiative at Mars Pet Nutrition, reporting to the company’s pet care CIO, where she is focused on commercialising and deploying artificial intelligence through well-known pet food brands such as Pedigree, Iams, Sheba and Whiskas. She talks to Computer Weekly about making AI relevant across its brands to support pet health.
Dan Keyworth, director of business technology at McLaren Racing, says his role involves running the tech at the sharp end of Formula One, all the IT infrastructure that must be deployed to Grand Prix races, and the IT that keeps the business of McLaren Racing on track.
The world of performing arts is in a completely different universe compared to the bits, bytes and IT infrastructure that Keith Nolan and the IT team at Royal Ballet and Opera spend their work time in. He talks about how IT lowers costs and helps power stage innovations for world-class performances.
Tech
Pair Your Mac Mini With One of These Great Monitors
Just about any monitor can work with a Mac Mini. It doesn’t need to be made by Apple or have any official certification. There’s a case to be made for using a cheap 1080p monitor with the Mac Mini, but most Mac users will want something a bit more premium. As you can see by options like the Dell 27 Plus 4K, that doesn’t have to mean overly expensive. Either way, here are the four elements to consider when shopping for a good monitor to go with your Mac Mini.
Size and resolution: 27-inch and 32-inch monitors are the most common sizes these days, and there are larger options. I would also consider a 34-inch ultrawide monitor if you like the wider, 21:9 aspect ratio with the curved shape. With Apple, resolution is king. There’s a reason it invests so much in high pixel density for every screen it sells, even down to the entry-level options like the MacBook Air. Pixel density is what gives a screen its sharpness, and you need a lot more pixels when they’re stretched out across a large, external monitor. If you want to keep the fidelity up, I wouldn’t buy anything under 4K, and bumping up to 5K or 6K on a 32-inch monitor can be helpful. You also want to consider the refresh rate here. A 120-Hz refresh rate is what the MacBook Pro has, offering smoother animation, especially in games.
Adjustability: Apple monitors and iMacs aren’t exactly known for adjustability. They often have none at all, and cost more when they do. That isn’t the best for your posture and ergonomics. Famously, the Pro Display XDR charges an extra $1,000 to add a Pro Stand with proper adjustability. For ergonomic purposes, the top of the screen you’re working on should be as close to eye level as possible, and that ranges depending on someone’s height. If a monitor doesn’t have height adjustability, you’ll have to depend on a separate monitor stand or arm. Other than height adjustment, many monitors also have a stand that can swivel, tilt, and rotate, all of which are important when using multiple monitors together. This is also needed if you want to use a second monitor vertically, which has become increasingly popular.
Ports: Even the cheapest monitors will always have HDMI as a connection, which is all you need to connect directly to the back of the Mac Mini. Some monitors have USB-C that support display, which will let you connect to one of the Mac Mini’s Thunderbolt ports. The M4 Mac Mini comes with three Thunderbolt 4 ports, HDMI, and an Ethernet jack. The M4 Pro model has the same ports, except the ports are Thunderbolt 5 instead of 4. You’ll need to use at least one of these Thunderbolt ports if you want to connect more than one external monitor. These monitors also tend to have other ports, such as USB-A. These can be useful, as the Mac Mini doesn’t have any on its own.
Image quality: Apple prides itself on the image quality of its Macs, so in the case of the Mac Mini, you’ll likely want to get something worthy of your Mac. This is especially important for content creators, photographers, and designers. So, you’ll want to consider a monitor’s brightness, color accuracy, color coverage, and contrast. While some IPS displays offer decent color and contrast, mini-LED or OLED displays will guarantee better image quality. These also have significantly higher peak brightness in HDR content, which really brings games and movies to life.
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