Negative weight edges in a graph represent scenarios where traversing an edge reduces the overall path cost, which can be useful in modeling situations like financial arbitrage or cost savings. However, they introduce challenges such as the potential for negative weight cycles, which can cause algorithms like Dijkstra's to fail, necessitating the use of specialized algorithms like the Bellman-Ford algorithm.