Finally I resolved the solution this way:
$hg_categories = get_categories();
foreach($hg_categories as $hg_category) {
echo '<h3>' . $hg_category -> name . '</h3>';
$hg_posts = get_posts(array('numberposts' => -1, 'category' => $hg_category -> cat_ID));
foreach ($hg_posts as $hg_post) {
if ($hg_post -> ID == get_the_ID()) {
echo '<li class = "current-post"><a href = "';
} else {
echo '<li><a href = "';
}
echo get_permalink ($hg_post -> ID);
echo '">';
echo $hg_post -> post_title;
echo '</a></li>';
}
}
if anyone have a better solution, please let me know, thank you.