College football odds, picks, predictions for Week 0, 2026: Computer backs Virginia, New Mexico State

The 2026 college football season is beginning with Week 0, featuring a series of opening matchups and betting projections. According to coverage from CBS Sports, computer models are specifically backing Virginia and New Mexico State in their respective contests. The schedule includes several high-profile games, such as North Carolina facing TCU, San Jose State playing USC, and Hawaii taking on Stanford. Additionally, NC State and Virginia are set for an early ACC matchup, while other openers include Florida State and the UNLV-Memphis game. The Atlantic Coast Conference has confirmed that its football season kicks off with four specific Week 0 matchups. Significant media coverage is focused on betting odds and prediction models. CBS Sports has highlighted predictions for platforms including Kalshi, Polymarket, and Underdog.

Fox News is providing betting picks for the North Carolina v. TCU and San Jose State vs USC games. SportsLine is utilizing a proven model for score predictions and high-yield betting systems, while Bleacher Report has released predictions for every game scheduled for Week 0. Promotional activity is also evident, with FOX Sports and CBS Sports offering promo codes for Polymarket trades and bonuses specifically tied to the Hawaii-Stanford and San Jose State-USC games. Contextual reports emphasize the unique nature of the early schedule. FBSchedules.com notes the role of the Hawaii Exemption in the organization of Week Zero. The stakes for specific teams are high, as Yahoo Sports reports that North Carolina is seeking revenge in its matchup against TCU.

Beyond the immediate games, The New York Times is already analyzing national title picks, specifically mentioning Notre Dame, while Sports Illustrated has identified 25 must-watch teams for the season, regardless of whether they are viewed as primary title contenders. Observers will monitor the results of the Week 0 scoreboard to see if the computer-backed predictions for Virginia and New Mexico State hold true. Following the opening weekend, coverage will shift toward the full Week 1 schedule and the performance of the ACC teams that started early. Media outlets like Yahoo Sports and USA Today are tracking the full schedule and scoreboard to determine early season momentum. The accuracy of the high-yield betting systems mentioned by SportsLine and the predictions from Bleacher Report will serve as primary points of interest as the 2026 season progresses.