PandaX is a large scale apparatus for the detection of rare events in particle physics and astrophysics with xenon. It is located in the China Jinping Underground Laboratory, which is the deepest underground laboratory all over the world to date. The first and second stages of the PandaX experiment utilize the dual phase xenon time projection chamber technology for the direct detection of one hypothetic candidate of dark matter, the weakly interacting massive particles (WIMPs), in the Galaxy halo. The technology makes it possible to measure both the scintillations and ionizations generated by the scattering of WIMP with nucleus, and thus backgrounds can be suppressed by the character of the measured signals. The aim of the first stage of PandaX, PandaX-I, is to test the possible signals reported by other experiments in low dark matter mass region with 120 kg of xenon. The first results of the PandaX-I experiment were released in August, 2014. No dark matter candidates were observed. Thus the 90% exclusion upper limits on the spin-independent WIMP-nucleon elastic scattering cross section were set. The results disfavored the WIMP interpretation of those signals and placed stringent limit to the property of dark matter below 10 GeV/ c 2. The final results of PandaX-I were released in 2015 based on 54×80.1 kg d of exposure with significantly improved analysis. The new analysis supported the conclusion of the first results and gave stringent limitation on the WIMP-nucleon cross section for WIMP mass smaller than 10 GeV, demonstrating the detection potential of xenon at low WIMP mass region. The second stage, PandaX-II, with an updated detector capable of containing 500 kg of xenon, is being tested and will start data taking in the end of 2015. The sensitivity of PandaX-II is expected to go far beyond the current limits being set by all the experiments so far. Unattainable parameter space of WIMPs will be explored by it. PandaX-III, the third stage, will be an experiment to detect the neutrinoless double beta decay with enriched high pressure 136Xe (to 90%) gaseous detector, so that the nature of neutrino is studied. The detector is able to measure the track of radiations inside it, helping to suppress the background by inspecting the different topological properties of desired signals and background. PandaX-III plans to build such a detector with 200 kg enriched 136Xe first, then build another 4 identical modules to reach ton scale. The initial design and prototype testing of PandaX-III is carrying out by different groups from the institutions all over the world. The first detector module of PandaX-III is expected to be finished construction and start operation in 2018. The success running of the PandaX experiments may lead to important discoveries in physics.