100x Cost & Latency Reduction: Performance Analysis of AI Query Approximation using Lightweight Proxy Models.

Xianshun Chen https://orcid.org/0000-0001-8229-664X

Yeounoh Chung Rushabh Desai Jian He Yu Xiao Thibaud Hottelier Yves-Laurent Kom Samo Pushkar Khadilkar Xianshun Chen Sam Idicula Fatma Özcan 0001 Alon Y. Halevy Yannis Papakonstantinou 100x Cost & Latency Reduction: Performance Analysis of AI Query Approximation using Lightweight Proxy Models. 2026 March abs/2603.15970 CoRR https://doi.org/10.48550/arXiv.2603.15970 db/journals/corr/corr2603.html#abs-2603-15970 streams/journals/corr

Liang Feng 0001 Yew-Soon Ong Caishun Chen Xianshun Chen Conceptual modeling of evolvable local searches in memetic algorithms using linear genetic programming: a case study on capacitated vehicle routing problem. 3745-3769 2016 20 Soft Comput. 9 https://doi.org/10.1007/s00500-015-1971-3 db/journals/soco/soco20.html#FengOCC16

Wenjing Yan Xianshun Chen Orkan Akcan Jasmine J. Lim Dazhi Yang 0005 Big data analytics for empowering milk yield prediction in dairy supply chains. 2132-2137 2015 IEEE BigData https://doi.org/10.1109/BigData.2015.7363997 conf/bigdataconf/2015 db/conf/bigdataconf/bigdataconf2015.html#YanCALY15 Zhengping Li L. H. Lim Xianshun Chen Chin Sheng Tan Supplier selection decision-making in supply chain risk scenario using agent based simulation. 900-904 2015 IEEM https://doi.org/10.1109/IEEM.2015.7385778 conf/ieem/2015 db/conf/ieem/ieem2015.html#LiLCT15 Xianshun Chen A study on memetic computation, with applications to capacitated vehicle routing problems Nanyang Technological University, Singapore 2014 https://doi.org/10.32657/10356/55386 Xianshun Chen Yew-Soon Ong Puay Siew Tan NengSheng Zhang Zhengping Li Agent-Based Modeling and Simulation for Supply Chain Risk Management - A Survey of the State-of-the-Art. 1294-1299 2013 SMC https://doi.org/10.1109/SMC.2013.224 conf/smc/2013 db/conf/smc/smc2013.html#ChenOTZL13 Zhengping Li Puay Siew Tan Qi Ming Gabriel Yee Quoc Chinh Nguyen Yew-Soon Ong Xianshun Chen A Review of Complex Systems Technologies for Supply Chain Risk Management. 2783-2789 2013 SMC https://doi.org/10.1109/SMC.2013.475 conf/smc/2013 db/conf/smc/smc2013.html#LiTYNOC13 Quoc Chinh Nguyen Zhengping Li Puay Siew Tan Xianshun Chen Yew-Soon Ong An Agent-Based Simulation to Quantify and Analyze Bullwhip Effects in Supply Chains. 4528-4532 2013 SMC https://doi.org/10.1109/SMC.2013.770 conf/smc/2013 db/conf/smc/smc2013.html#NguyenLTCO13

Xianshun Chen Liang Feng 0001 Yew-Soon Ong A self-adaptive memeplexes robust search scheme for solving stochastic demands vehicle routing problem. 1347-1366 2012 43 Int. J. Syst. Sci. 7 https://doi.org/10.1080/00207721.2011.618646 db/journals/ijsysc/ijsysc43.html#ChenFO12

Xianshun Chen An algorithm development environment for problem-solving: software review. 149-161 2012 4 Memetic Comput. 2 https://doi.org/10.1007/s12293-012-0083-1 db/journals/memetic/memetic4.html#Chen12

Xianshun Chen Yew-Soon Ong A Conceptual Modeling of Meme Complexes in Stochastic Search. 612-625 2012 42 IEEE Trans. Syst. Man Cybern. Part C 5 https://doi.org/10.1109/TSMCC.2012.2188832 db/journals/tsmc/tsmcc42.html#ChenO12

Hsueh En Huang Yew-Soon Ong Xianshun Chen Autonomous flock brush for non-photorealistic rendering. 1-8 2012 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2012.6256601 conf/cec/2012 db/conf/cec/cec2012.html#HuangOC12 Mostafa Mostafa Hashim Ellabaan Xianshun Chen Quang Huy Nguyen 0001 Multi-modal Valley-Adaptive Memetic Algorithm for Efficient Discovery of First-Order Saddle Points. 83-92 2012 SEAL https://doi.org/10.1007/978-3-642-34859-4_9 conf/seal/2012 db/conf/seal/seal2012.html#EllabaanC012 Choon Sing Ho Yew-Soon Ong Xianshun Chen Ah-Hwee Tan FAME, Soft Flock Formation Control for Collective Behavior Studies and Rapid Games Development. 258-269 2012 SEAL https://doi.org/10.1007/978-3-642-34859-4_26 conf/seal/2012 db/conf/seal/seal2012.html#HoOCT12 Hsueh En Huang Meng-Hiot Lim Xianshun Chen Choon Sing Ho Interactive GA Flock Brush for Non-Photorealistic Rendering. 480-490 2012 SEAL https://doi.org/10.1007/978-3-642-34859-4_48 conf/seal/2012 db/conf/seal/seal2012.html#HuangLCH12

Xianshun Chen Yew-Soon Ong Meng-Hiot Lim Kay Chen Tan A Multi-Facet Survey on Memetic Computation. 591-607 2011 15 IEEE Trans. Evol. Comput. 5 https://doi.org/10.1109/TEVC.2011.2132725 https://www.wikidata.org/entity/Q29301609 db/journals/tec/tec15.html#ChenOLT11

Liang Feng 0001 Yew-Soon Ong Ah-Hwee Tan Xianshun Chen Towards human-like social multi-agents with memetic automaton. 1092-1099 2011 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2011.5949739 conf/cec/2011 db/conf/cec/cec2011.html#FengOTC11

Yew-Soon Ong Meng-Hiot Lim Xianshun Chen Memetic Computation - Past, Present & Future [Research Frontier]. 24-31 2010 5 IEEE Comput. Intell. Mag. 2 https://doi.org/10.1109/MCI.2010.936309 https://www.wikidata.org/entity/Q60568829 db/journals/cim/cim5.html#OngLC10

Choon Sing Ho Quang Huy Nguyen 0001 Yew-Soon Ong Xianshun Chen Autonomous Multi-agents in Flexible Flock Formation. 375-385 2010 MIG https://doi.org/10.1007/978-3-642-16958-8_35 conf/mig/2010 db/conf/mig/mig2010.html#HoNOC10

Kwee Kim Lim Yew-Soon Ong Meng-Hiot Lim Xianshun Chen Amit Agarwal 0006 Hybrid ant colony algorithms for path planning in sparse graphs. 981-994 2008 12 Soft Comput. 10 https://doi.org/10.1007/s00500-007-0264-x db/journals/soco/soco12.html#LimOLCA08

Amit Agarwal 0006 Orkan Akcan Caishun Chen Yeounoh Chung Rushabh Desai Mostafa Mostafa Hashim Ellabaan Liang Feng 0001 Alon Y. Halevy Jian He Choon Sing Ho Thibaud Hottelier Hsueh En Huang Sam Idicula Pushkar Khadilkar Zhengping Li Jasmine J. Lim Kwee Kim Lim L. H. Lim Meng-Hiot Lim Quang Huy Nguyen 0001 Quoc Chinh Nguyen Yew-Soon Ong Fatma Özcan 0001 Yannis Papakonstantinou Yves-Laurent Kom Samo Ah-Hwee Tan Chin Sheng Tan Kay Chen Tan Puay Siew Tan Yu Xiao Wenjing Yan Dazhi Yang 0005 Qi Ming Gabriel Yee NengSheng Zhang