JFIFPhotoshop 3.08BIM@Reusability report: Exploring the utility and extensibility of a720260730PSCIENMAGUAuthor~Reusability report: Exploring the utility and extensibility of an integrated modelling framework for liquid electrolyte design Science@https://scienmag.com/reusability-report-exploring-the-utility-an© 2026 Sciencehttps://scienmag.com/Despite rapid advances in machine learning-driven electrolyte design, the robustness, transferability and applicability of existing models remain insufficiently explored. Yang et al. recently introduced a unified machine learning framework for electrolyte formulation design. The framework adopts a physics-informed architecture that explicitly integrates molecular structural representations with formulation-level compositional information while preserving permutation invariance. By coupling […]ScienceTecTechnology and EngineeringTechnology and EngineeringC    !'"#%%%),($+!$%$C   $$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$"? !1AQa"Bq#235Rs$%4btCScd1!1AQq"#24aR5 ?ȳ*5=HjpJ|6:6d,MHgV9dv2VL$]qlX^8-bfq.5`<`ԐA2* #L҈E*!*, !+lK^І9d"[E,:}&)ȫ Uw ɮd',L& &AdX En:sb6壼RY$W2$ч&iD"ʍ¨hJ"@H S&HE+?k~mc˓+{#o1ۓsȐ~8|:|_66kV*k?^K'u;RS Rb(ڮηש)wxYZ˾, H}#=ױz7&dS>%mJ>k:a%dʷ=U_cb=9OJRs)*.Ի ­92kG۹q-dmHdN#oR徱+=dM$ aVaXEhۛ\7BquoG%7do?z[^-H-KfMI9Emװ9W7`j-XlH`SO7՚W3N+DcR5$XA~s5Nx.xVIkhU9]2,3i3$kv*V5(<3fZhWzq쯫w&V&Bq\Ÿ@6G^(ף1oǵTnV=:ԉ3xfj\ZN-ʻh3.#.S`Շ<re'wmNh-nZ{.= FX :$ܐ a E$`4`Q+0A lreu%7o74tw5n;\OŤ#u^y@w=77+~6c; t߼exc Kį%ZQ Oxexp-e X&#f4< +uXo}UA̶;{ vofbY|13>f1M=?x6cA ۅFy+r5 3D2d[E'=K]AUƨ9ˢĞMZqu o>;>5 _ QȨT a'9Dta#Q{ HmηR=vz1; 4[O=RLTdWBBkq(?!f´b5LFb됻gr̪-Gގ;=2QkTȽ8;:gn:38x"ܗ1B9'~gᩧr=Sy^3r¬a 1딧v6r2ۿIx!n ^%ՄuTݭx û&CMa(HF ׷Z8vcW^=멲t,f#sʲ6՘[1]9"ЮN5;yQ0A?/2+Qty?\Xz׷-Qk]feI ZKD)'9{f%qe}Km^=F,bȚ5Mlv£U[* J#Jӫb>/%6GmFİ#brDekCOs:wl'G6AcB [*`X$4Z(ԧ.+u~n= xrYAl-x `G^VZ^-Nv_瓇"I?Kf_a?%[67O!k+Kduڟ|4- ʯchbd44p|ny8d`R|-$AD '4أ{{v x{ nI[qa  91IDqvVWTܟs#Ψ:H}GDʟu>_t <^j>#BqpxUFB R=v'&Zh\TRJ!)˪>;*Fe]O;b|CeU ϚxIJտ5F+*\ 9:'?W4uԷ$>|3 `6uG?|IxIY?/<6JjCqZ`Iyd̙$Mh3I'DI@ۼHlLI$,?