Research graph
References from A Comprehensive Survey on Multimodal Recommender Systems: Taxonomy, Evaluation, and Future Directions. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1016/j.physrep.2012.02.006
10.1016/j.physrep.2012.02.006 · External reference
10.1007/s10590-020-09250-0
10.1007/s10590-020-09250-0 · External reference
10.1145/3474085.3475259
10.1145/3474085.3475259 · External reference
10.1145/3581783.3611943
10.1145/3581783.3611943 · External reference
10.1145/3701551.3703546
10.1145/3701551.3703546 · External reference
CM$^{3}$3: Calibrating multimodal recommendation
2025 · External reference
10.1609/aaai.v30i1.9973
10.1609/aaai.v30i1.9973 · External reference
10.1145/3474085.3475665
10.1145/3474085.3475665 · External reference
10.1145/3556536
10.1145/3556536 · External reference
10.1145/3285029
10.1145/3285029 · External reference
10.1145/3535101
10.1145/3535101 · External reference
10.1145/3695461
10.1145/3695461 · External reference
10.1145/3662738
10.1145/3662738 · External reference
10.1145/3637528.3671473
10.1145/3637528.3671473 · External reference
10.1109/tmm.2026.3668620
10.1109/tmm.2026.3668620 · External reference
10.1016/j.neucom.2023.126881
10.1016/j.neucom.2023.126881 · External reference
10.1145/3407190
10.1145/3407190 · External reference
10.1145/3343031.3351034
10.1145/3343031.3351034 · External reference
10.1109/tmm.2021.3138298
10.1109/tmm.2021.3138298 · External reference
10.1016/j.ipm.2020.102277
10.1016/j.ipm.2020.102277 · External reference
10.1109/tmm.2022.3187556
10.1109/tmm.2022.3187556 · External reference
10.1145/3394171.3413556
10.1145/3394171.3413556 · External reference
10.1109/tmm.2021.3059508
10.1109/tmm.2021.3059508 · External reference
10.1145/3477495.3532027
10.1145/3477495.3532027 · External reference
10.1145/3503161.3548399
10.1145/3503161.3548399 · External reference
10.1145/3503161.3548420
10.1145/3503161.3548420 · External reference
10.1145/3573010
10.1145/3573010 · External reference
10.1145/3539618.3591716
10.1145/3539618.3591716 · External reference
10.1109/tmm.2023.3251108
10.1109/tmm.2023.3251108 · External reference
10.1145/3331184.3331254
10.1145/3331184.3331254 · External reference
10.1145/3485447.3512079
10.1145/3485447.3512079 · External reference
10.1145/3132847.3132892
10.1145/3132847.3132892 · External reference
10.1145/3343031.3350953
10.1145/3343031.3350953 · External reference
10.1109/tmm.2022.3217449
10.1109/tmm.2022.3217449 · External reference
10.1145/3340531.3411947
10.1145/3340531.3411947 · External reference
MM-Rec: Multimodal news recommendation
2021 · External reference
10.1145/3474085.3475514
10.1145/3474085.3475514 · External reference
10.1145/3474085.3475709
10.1145/3474085.3475709 · External reference
10.1145/3543507.3583206
10.1145/3543507.3583206 · External reference
10.1145/3534678.3539474
10.1145/3534678.3539474 · External reference
10.1145/3503161.3548119
10.1145/3503161.3548119 · External reference
10.1145/3543507.3583251
10.1145/3543507.3583251 · External reference
10.3233/faia230631
10.3233/faia230631 · External reference
10.1145/3539618.3591950
10.1145/3539618.3591950 · External reference
10.1145/3664647.3680626
10.1145/3664647.3680626 · External reference
10.1609/aaai.v39i12.33408
10.1609/aaai.v39i12.33408 · External reference
10.1145/3627673.3679626
10.1145/3627673.3679626 · External reference
10.1145/3664647.3681207
10.1145/3664647.3681207 · External reference
10.1109/tmm.2021.3111487
10.1109/tmm.2021.3111487 · External reference
10.1145/3503161.3548404
10.1145/3503161.3548404 · External reference
10.1145/3503161.3548405
10.1145/3503161.3548405 · External reference
10.1145/3308558.3313513
10.1145/3308558.3313513 · External reference
10.1145/3038912.3052581
10.1145/3038912.3052581 · External reference
10.1145/3209978.3210117
10.1145/3209978.3210117 · External reference
10.1109/icdm.2017.30
10.1109/icdm.2017.30 · External reference
10.1145/3077136.3080797
10.1145/3077136.3080797 · External reference
10.1109/tkde.2019.2893638
10.1109/tkde.2019.2893638 · External reference
10.1109/icme51207.2021.9428193
10.1109/icme51207.2021.9428193 · External reference
10.1145/3308558.3313411
10.1145/3308558.3313411 · External reference
10.1145/3512527.3531378
10.1145/3512527.3531378 · External reference
10.1109/tpami.2018.2798607
10.1109/tpami.2018.2798607 · External reference
10.1145/3077136.3080658
10.1145/3077136.3080658 · External reference
10.1145/2959100.2959165
10.1145/2959100.2959165 · External reference
10.1145/3018661.3018665
10.1145/3018661.3018665 · External reference
10.1109/tmm.2024.3369875
10.1109/tmm.2024.3369875 · External reference
10.1145/3705328.3748064
10.1145/3705328.3748064 · External reference
10.1609/aaai.v40i19.38626
10.1609/aaai.v40i19.38626 · External reference
10.1145/2939672.2939673
10.1145/2939672.2939673 · External reference
10.1145/3477495.3531992
10.1145/3477495.3531992 · External reference
10.1145/3589334.3645359
10.1145/3589334.3645359 · External reference
10.1145/3581783.3612591
10.1145/3581783.3612591 · External reference
10.1145/3626772.3658596
10.1145/3626772.3658596 · External reference
10.1109/tkde.2024.3424268
10.1109/tkde.2024.3424268 · External reference
10.1145/3539618.3591739
10.1145/3539618.3591739 · External reference
10.1145/3544106
10.1145/3544106 · External reference
10.1109/tmm.2022.3151026
10.1109/tmm.2022.3151026 · External reference
10.1109/tkde.2022.3221949
10.1109/tkde.2022.3221949 · External reference
10.1109/tmm.2021.3088307
10.1109/tmm.2021.3088307 · External reference
10.1145/3581783.3613915
10.1145/3581783.3613915 · External reference
10.1609/aaai.v38i8.28688
10.1609/aaai.v38i8.28688 · External reference
10.1145/3627673.3679620
10.1145/3627673.3679620 · External reference
10.1145/3701551.3703561
10.1145/3701551.3703561 · External reference
10.1609/aaai.v39i12.33429
10.1609/aaai.v39i12.33429 · External reference
10.1609/aaai.v40i18.38533
10.1609/aaai.v40i18.38533 · External reference
10.1145/3617827
10.1145/3617827 · External reference
10.1145/3292500.3330906
10.1145/3292500.3330906 · External reference
10.1021/acs.jcim.3c01726
10.1021/acs.jcim.3c01726 · External reference
10.1109/tpami.2022.3153112
10.1109/tpami.2022.3153112 · External reference
10.1145/3664647.3681498
10.1145/3664647.3681498 · External reference
10.1145/3715876
10.1145/3715876 · External reference
10.1007/s11432-019-2740-1
10.1007/s11432-019-2740-1 · External reference
10.1016/j.aiopen.2021.01.001
10.1016/j.aiopen.2021.01.001 · External reference
Learning item representations directly from multimodal features for effective recommendation
2025 · External reference
Semi-supervised classification with graph convolutional networks
2017 · External reference
Inductive representation learning on large graphs
2017 · External reference
Graph attention networks
2018 · External reference
10.1007/s10994-010-5198-3
10.1007/s10994-010-5198-3 · External reference
10.48550/arxiv.1205.2618
10.48550/arxiv.1205.2618 · External reference
10.1145/3397271.3401063
10.1145/3397271.3401063 · External reference
10.1145/3178876.3186150
10.1145/3178876.3186150 · External reference
10.1145/3289600.3291007
10.1145/3289600.3291007 · External reference
10.1145/3331184.3331267
10.1145/3331184.3331267 · External reference
10.1007/978-3-032-21324-2_5
10.1007/978-3-032-21324-2_5 · External reference
10.18653/v1/2020.acl-main.331
10.18653/v1/2020.acl-main.331 · External reference
10.1145/3640457.3688138
10.1145/3640457.3688138 · External reference
10.1609/aaai.v39i12.33358
10.1609/aaai.v39i12.33358 · External reference
10.1145/3581783.3612362
10.1145/3581783.3612362 · External reference
10.1145/3511808.3557101
10.1145/3511808.3557101 · External reference
10.1609/aaai.v39i12.33426
10.1609/aaai.v39i12.33426 · External reference
10.1109/tkde.2026.3658153
10.1109/tkde.2026.3658153 · External reference
