Bid shading is a strategy used in auctions to reduce the winner's curse by bidding below one's true valuation of the item, aiming to balance the risk of overpaying against the chance of winning. It's particularly relevant in first-price sealed-bid auctions, where bidders must carefully estimate the value of the item and the likely bids of competitors to optimize their bid.