Side-channel collision attacks are one of the most investigated techniques allowing the combination of mathematical and physical cryptanalysis. In this paper, we discuss their relevance in the security evaluation of leaking devices with two main contributions. On the one hand, we suggest that the exploitation of linear collisions in block ciphers can be naturally re-written as a Low Density Parity Check Code decoding problem. By combining this re-writing with a Bayesian extension of the collision detection techniques, we succeed in improving the efficiency and error tolerance of previously introduced attacks. On the other hand, we provide various experiments in order to discuss the practicality of such attacks compared to standard DPA. Our ...