Supplementary Online Material Further structural characterization of the samples The samples on which this manuscript is based were investigated in detail by X-ray diffractometry (XRD), atomic force microscopy (AFM), transmission electron microscopy (TEM), high resolution transmission electron microscopy (HRTEM) and high angle annular dark field scanning transmission electron microscopy (HAADFSTEM). AFM investigations performed at randomly chosen sites of the samples and in several such spots indicated that the layers of the superlattices, although not monitored by RHEED during growth, were grown in the step flow growth regime which assures their pseudomorphic growth and single crystalline-like quality. We comment here that RHEED monitoring is not required for growing high quality superlattices in the step flow growth regime. It is by now a well established fact that the RHEED oscillations characteristic for layer-by-layer growth are not present when step flow growth takes place (see for instance G. Rijnders et al., Appl. Phys. Lett. 84, 505, (2004)). A typical example is shown in Fig. 1(a) which is an AFM micrograph (6 m 6 m) taken on the top surface of the 1.6/5 nm SL. For comparison, in Fig. 1(b) we show the image of an AFM micrograph (4 m 4 m area) taken on the top surface of a LSMO/SRO bilayer, whose two layers were also grown in the step flow growth regime without RHEED monitoring. These are much larger areas than what the STEM investigations summarized briefly in Fig. 1 of the manuscript allow for and give us confidence that such STEM pictures taken randomly are typical for the entire surface of the SLs. Figure 1. Typical AFM micrographs taken on the top surface of (a) a 1.6/5 nm SL and of (b) a LSMO/SRO bilayer. Figure 2. Cross section HAADF-STEM micrographs of the (a) SL 1.6/3.0 and (b) SL 1.6/5.0. Figure 3. Upper panel: Z-STEM micrograph of sample SL1.6/5.0 showing the interfaces between a 1.6 nm LSMO layer and two adjacent 5 nm thin SRO layers. Lower panel: Intensity scan along the line indicated in the upper panel. The monotonic dependence of intensity on atomic number allows for the identification of the chemical elements. Concerning the non-equivalent interfaces between LSMO and SRO, it is a known fact that SrRuO3 layers grown by PLD on TiO2-terminated SrTiO3 (such as we employed for the growth of our SLs) terminate always with SrO, due to the high volatility of RuO2 at the high temperature (i.e. 650°C) (see Appl. Phys. Lett. 84, 505, (2004)). Thus, in the growth direction (i.e. from the right to left in the STEM micrograph shown in Fig 1), the SRO layers terminate as SrO and this forces the adjacent next LSMO to start growing with MnO2 surfaces. The same applies for the LSMO layers: MnO2 is more volatile than LaO and thus the LSMO layers will terminate with LaO. It usually takes at least 45-60 seconds from the end of the growth of one layer and the start of the growth of the next one, long enough for this termination conversion to occur at elevated temperatures at which the growth takes place (see Appl. Phys. Lett. 84, 505, (2004)). In Fig. 2 we show additional HAADF-STEM micrographs taken on the SL 1.6/5.0 and on the SL 1.6/3.0. In Fig. 3 we show another Z-STEM image of sample SL1.6/5.0 with the corresponding intensity scan along the line indicated in the upper panel of Fig. 3. This image shows the symmetry between the two interfaces much more clearly. Moreover, one should have in mind that the electron beam probes atom columns with a finite number of atoms, as the TEM specimen has a finite thickness and is not perfectly flat. The columns are made of a random mixture of La and Sr in the case of the A-site columns of the LSMO layers and not only La atoms, which makes slight intensity variations expectable from one La/Sr column to the next. Such slight intensity variations are always seen by STEM, see for instance the papers by D. A. Mueller et al., Science 319, 1073 (2008) and L. Fitting Kourkoutis et al., Appl. Phys. Lett. 91, 163101 (2007). Figure 4. Cross section TEM micrographs of the (a) 1.6/5 nm SL, (b) 1.6/8 nm SL and (c) the LSMO/STO/SRO/STO SL. Supplementary conventional TEM investigations allowed us to image at lower magnification and get overview cross section TEM micrographs of the Sls. In Fig. 4(a) the TEM micrograph of the 1.6/5 nm SL is shown, the inset being a selected area electron diffraction (SAED) pattern of the SL, showing satellite reflections around the main reflections, indicating sharp coherent LSMO/SRO interfaces. In Fig. 4(b) the cross section TEM micrograph of the 1.6/8 SL is shown and Fig. 4(c) shows the cross section TEM micrograph of a LSMO/STO/SRO/STO SL with 10 repeat units. XRD -2 spectra of LSMO /SRO SLs 1.6 / 3 nm 1.6 / 5 nm 1.6 /8 nm 1000000 Intensity [a.u] 100000 10000 1000 100 15 20 25 30 35 40 45 50 55 2 [deg] Figure 5. XRD (-2) scans of the LSMO/SRO SLs around the STO(100) and STO(200) substrate reflections. The -2 XRD graphs of the LSMO/SRO SLs with three different periodicities to which we refer in the manuscript are given in Fig 5. All the SLs showed satellite reflections around the main STO (100) and STO (200) reflections of the STO substrate, arising from the periodicity of the LSMO/SRO repeat units. Comparison sample: superlattice [LSMO/STO/SRO/STO]10 In order to unravel the origin of the strong interlayer coupling exhibited by our LSMO/SRO SLs we fabricated SLs in which STO layers of 1 nm or 2 nm thickness were introduced in between each adjacent LSMO and SRO, so that LSMO and SRO do not have intimate interfaces. The cross section TEM micrograph of a SLs with 4 unit cell thick STO spacers is shown in the Fig. 6(a) and a zoom in of the microstructure was allowed by HAADF-STEM imaging (Fig. 6(b)). The EDX investigations (Fig. 6(b)) demonstrated that the STO layers prevented not only the intimate interfacing of LSMO and SRO layers, but also the diffusion of Ru inside the LSMO layers. LSMO SrRuO3 SrRuO3 SrTiO3 Ti SrTiO3 Mn Ti Ru (a) 2 nm (b) Figure 6. (a) Cross section TEM micrograph of a LSMO/STO/SRO/STO SL and (b) a zoom in of the microstructure of the same SL obtained by HAADF-STEM. [LSMO/STO/SRO/STO]10 4 µ0H = 0.1 T FC -4 magnetic moment m (10 emu) 5 in-plane out-of-plane 3 2 1 0 0 50 100 150 200 250 300 350 Temperature T (K) Figure 7. Magnetization vs. temperature measured for a LSMO/STO/SRO/STO SL. The magnetic properties of the SLs with 4 unit cell thick STO spacing layers showed very different behavior with respect to the LSMO/SRO SLs. Below 140 K the overall magnetic moment, both in-plane and perpendicular-to-plane, of the SLs continued to increase with decreasing temperature, indicating that the magnetic moments of the LSMO and SRO do not orient antiparallel any longer (Fig. 7). Influence of lattice defects Possible imperfections at the LSMO/SRO interface were studied in additional calculations; both defects and lattice relaxation were simulated. Since Ru or Sr vacancies were not seen in the Z-STEM micrographs we focused on the investigation of O vacancies which would not be visible in Z-STEM. Vacancy concentrations up to 10% at both interfaces were treated within the coherent potential approximation, with an O vacancy described by an empty sphere. The results indicated an insignificant decrease of the total magnetic moment by -0.04 µB/Mn for 10% concentration of O vacancies (see Fig. 8). It turned out that the magnetic moments of the Ru atoms at the interfaces were mostly affected, which could be understood in terms of the strong coupling of the Ru d states with the O p states. This coupling was decreased upon the formation of O vacancies, and, as a consequence, the Ru moments were increased. Figure 8. Magnetic moments at the SRO/LSMO interfaces with RuO2 (left) and SrO (right) termination. The local moments are given for 10% concentration of O vacancies (‘vacancies’) and vertical lattice strains of 10% (‘expansion’ and ‘compression’). It could not be safely assumed that the ultrathin layers grew with bulk structure. However, the structural relaxation of such big a unit cell is hardly manageable on an ab initio level at present. In this respect we had to make an assumption for the structure and motivated our assumption by the Curie temperatures. Further we inspected effects of lattice deformation at the interface. We investigated the change of the magnetic moments under the influence of 10% expansion or 10% compression of the spacing between the LSMO and SRO subsystems. The magnetic-moment profiles are as well shown in Fig. 8. Note that the magnetic moments behaved differently for the two interfaces. In case of the RuO2-terminated interface the total magnetic moment was marginally affected (0.05 µB/Mn). At the SrO-terminated interface, however, it increased (decreased) by 0.25 µB/Mn upon expansion (compression). These findings were related to the change of the Mn valency due to coupling with Sr. Non-collinear magnetization states Concerning the explanation of the anisotropy of the hysteresis loops, we investigated non-collinear magnetic structures for both the in-plane and the out-of-plane geometry by means of a relativistic KKR code. By fixing the local magnetic moments in SRO but rotating all LSMO moments, we addressed the antiferromagnetic structure (SRO and LSMO moments oriented oppositely), a perpendicular configuration (SRO and LSMO moments at 90°), and a ferromagnetic configuration (all moments oriented parallel). We found that the local moments depended negligibly on the relative orientation and on the orientation with respect to the surface normal. According to the total energy the antiferromagnetic state was preferred, whereas both the perpendicular and the ferromagnetic configuration were clearly ruled out at this LSMO/SRO thickness ratio. However, a canted magnetic configuration in which the moments deviated slightly from the main orientation (i.e. a few degrees off the easy axis) would require extensive calculations and, thus, could not be excluded at the moment. Such a magnetic order could be induced by tetragonal distortions at the interfaces. A canted magnetic configuration with antiferromagnetic coupling of the in-plane component and ferromagnetic coupling of the out-of-plane component would explain the anisotropy of the hysteresis loops, but not the exchange bias effect. At present we are not able to treat the exchange bias effect within our ab initio calculations. But following the recommendations of the referee we are working on the understanding of the exchange bias. We assume that the multilayer probably consists of two exchange-bias systems with opposite exchange bias, which are related to the interface between multilayer and substrate and the free surface of the sample. A simulation of hysteresis loops including exchange constants from our ab initio calculations is computationally difficult and is beyond the scope of this paper.