Catalysis by gold nanoparticles is a topic of increasing interest. The aim of this Special Issue was to cover representative works dealing with gold nanoparticle-based catalysts in order to highlight the newest developments and applications in the field. Gold nanotriangles (Au NTs) were used as catalysts for the selective oxidation of cyclohexane to produce cyclohexanol and cyclohexanone production in [1]. The process is of large industrial and economic importance in the production of adip acid, a building block for different processes in the pharmaceutical, chemical and food industries, used in the synthesis of nylon-6,6 polyamide (primary use), but also in the production of polyurethane resins and polyester. Au NTs were prepared following a three-step (seed preparation, growth and shaping) procedure and applied, for the first time, as catalysts for the selective oxidation of cyclohexane to ketone and alcohol (KA) oil (cyclohexanol and cyclohexanone mixture). The Au NTs successfully yielded KA oil (up to 14%) under mild conditions, namely at 50 \({}^{\circ}\)C temperature, and a \"green\" oxidant (aqueous _tert_-butylhydroperoxide), with an alternative energy source (microwave irradiation) as reaction promotor. In contrast, the current industrial process uses a Co homogeneous catalysis, at 150 \({}^{\circ}\)C, with O\({}_{2}\) as oxidant; yields vary from 4-12% and selectivities from 80-85% [2,3]. The catalyst reported in [1] was much more selective (100% selectivity was found) and obtained under mild conditions. Gold nanoparticles smaller than 3 nm were deposited on different samples of MnO\({}_{2}\), with low (commercial MnO\({}_{2}\)) and high (NF, nanoflowers and NW, nanowires MnO\({}_{2}\)) surface area, as reported in [4]. Materials were tested in the base-free oxidation of furular under mild conditions (air as oxidant, 110 \({}^{\circ}\)C). High activity was observed for Au/MnO\({}_{2}\)-NF materials with very high selectivity to furoic acid. X-ray photoelectron spectroscopy (XPS) confirmed the presence of a significant amount of highly active Au\({}^{\delta+}\) species on the surface of that samples. Cationic gold seemed to be responsible for the high activity found. Cationic gold species were also found to be fundamental for the oxidation of octanol, with gold nanoparticles supported on a La-Ti mixed oxide [5]. Au catalysts supported on modified montmorillonite were prepared in [6], and tested in methanol steam reforming at 250-500 \({}^{\circ}\)C. Among the used catalysts, Au-Ti-Ce/Na-ABen (ABen--alkali activated bethonite) exhibited the best catalytic performance with methanol conversion of 72% and H\({}_{2}\) selectivity of 99% at 350 \({}^{\circ}\)C. This could be attributed to the Au, Ce, and Ti species which form a solid solution and move into the interlayer space of the bentonite leading to a high surface area, large average pore volume, large average pore diameter, and small Au particle size. The synergistic effect of the crosslinking agent, the Ce species, and the Au active sites were responsible for the high activity of that catalyst. This special issue also includes a review paper [7] dealing with the principles and applications of tip-enhanced Raman spectroscopy (TERS). The fundamental theory and setup of TERS is presented in detail and also the current advanced reports on TERS, especially for plasmon-driven reactions. This technique has advantages in the field of plasmon-driven surface catalytic reactions. Also, some challenges and the outlook for the future are discussed. The use of Au TERS for plasmon-driven synthesis catalysis and for dissociation reactions is also introduced. This paper provides a deeper understanding of Au TERS for plasmon-driven catalytic reactions. Another review paper, dealing with the progress in the utilization efficiency and improvement of hot carriers in plasmon-mediated photocatalysis is found in [8].