One of the most promising approaches to achieving high-performance all-polymer solar cells (all-PSCs) is to develop near-infrared polymer acceptors (P A s) constructed from n-type fused-ring electron acceptors (FREAs) as their fundamental building blocks. However, the effects of regioisomerized structures on the molecular and photovoltaic properties of the P A s have never been reported. In this work, we designed and synthesized three isomeric FREA-based P A s (namely, PYTT-1, PYTT-2, and PYTT-3) based on different isomeric thiophene-fused ending-groups and systematically investigated the effects of the isomeric molecular geometry on the optoelectronic properties, charge transport, molecular aggregation packing order, and morphological properties. Matched with the polymer donor poly [(2,6-(4,8-bis(5-(2-ethylhexyl)thiophen-2-yl)-benzo[1,2-b:4,5-b′]dithiophene))-alt-5,5-(1′,3′-di-2thienyl-5′,7′-bis(2-ethylhexyl)benzo[1′,2′-c:4′,5′-c′]dithiophene-4,8-dione)] (PBDB-T), these all-PSCs achieved power conversion efficiencies (PCEs) of over 12%, while the PBDB-T:PYTT-2 all-PSCs achieved an impressively high PCE of up to 14.32% due to the improved exciton dissociation and charge generation, more balanced charge-transport properties, less nonradiative recombination loss, faster charge extraction, and optimized active-layer morphology than PYTT-1 and PYTT-3 systems. Importantly, the photostability and thermal stability of these three systems were also investigated, with the PYTT-2 system being the most stable one. Our results provide an effective way to develop FREA-based P A s by optimizing thiophene-fused ending-groups for next-step highperformance all-PSCs.