$(".cantidad-check").on("input", function() {
    $this = $(this);
    var stock = parseInt($this.closest("tr").find("td:nth-child(4)").text());
    if ($this.val() > stock) {
        $this.css("border-color", "red");
    } else {
        $this.css("border-color", "");
    }