{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,24]],"date-time":"2025-08-24T01:51:40Z","timestamp":1756000300636,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":35,"publisher":"ACM","license":[{"start":{"date-parts":[[2023,10,29]],"date-time":"2023-10-29T00:00:00Z","timestamp":1698537600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2023,11,2]]},"DOI":"10.1145\/3606039.3613106","type":"proceedings-article","created":{"date-parts":[[2023,10,20]],"date-time":"2023-10-20T10:08:16Z","timestamp":1697796496000},"page":"43-49","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":5,"title":["MMT-GD: Multi-Modal Transformer with Graph Distillation for Cross-Cultural Humor Detection"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3197-8103","authenticated-orcid":false,"given":"Jun","family":"Yu","sequence":"first","affiliation":[{"name":"University of Science and Technology of China, Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-3477-085X","authenticated-orcid":false,"given":"Wangyuan","family":"Zhu","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China, Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-0688-9565","authenticated-orcid":false,"given":"Jichao","family":"Zhu","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China, Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-2476-4265","authenticated-orcid":false,"given":"Xiaxin","family":"Shen","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China, Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-3598-8564","authenticated-orcid":false,"given":"Jianqing","family":"Sun","sequence":"additional","affiliation":[{"name":"Unisound AI Technology Co., Ltd, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-8309-1301","authenticated-orcid":false,"given":"Jiaen","family":"Liang","sequence":"additional","affiliation":[{"name":"Unisound AI Technology Co., Ltd, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2023,10,29]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3610943"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2017-434"},{"key":"e_1_3_2_1_3_1","unstructured":"Issa Annamoradnejad and Gohar Zoghi. 2020. ColBERT: Using BERT Sentence Embedding in Parallel Neural Networks for Computational Humor.  Issa Annamoradnejad and Gohar Zoghi. 2020. ColBERT: Using BERT Sentence Embedding in Parallel Neural Networks for Computational Humor."},{"key":"e_1_3_2_1_4_1","volume-title":"wav2vec 2.0: A framework for self-supervised learning of speech representations. Advances in neural information processing systems","author":"Baevski Alexei","year":"2020","unstructured":"Alexei Baevski , Yuhao Zhou , Abdelrahman Mohamed , and Michael Auli . 2020. wav2vec 2.0: A framework for self-supervised learning of speech representations. Advances in neural information processing systems , Vol. 33 ( 2020 ), 12449--12460. Alexei Baevski, Yuhao Zhou, Abdelrahman Mohamed, and Michael Auli. 2020. wav2vec 2.0: A framework for self-supervised learning of speech representations. Advances in neural information processing systems , Vol. 33 (2020), 12449--12460."},{"volume-title":"Proceedings of the ai, alife and entertainment workshop, intern. Joint conf. On artificial intelligence.","author":"Kim","key":"e_1_3_2_1_5_1","unstructured":"Kim Binsted et al. 1995. Using humour to make natural language interfaces more friendly . In Proceedings of the ai, alife and entertainment workshop, intern. Joint conf. On artificial intelligence. Kim Binsted et al. 1995. Using humour to make natural language interfaces more friendly. In Proceedings of the ai, alife and entertainment workshop, intern. Joint conf. On artificial intelligence."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1515\/humor-2014-0019"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00951"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3551876.3554805"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N18-2018"},{"key":"e_1_3_2_1_10_1","volume-title":"MuSe'23: Proceedings of the 4th Multimodal Sentiment Analysis Workshop and Challenge. Association for Computing Machinery. co-located with ACM Multimedia","author":"Christ Lukas","year":"2022","unstructured":"Lukas Christ , Shahin Amiriparian , Alice Baird , Alexander Kathan , Niklas M\u00fcller , Steffen Klug , Chris Gagne , Panagiotis Tzirakis , Lukas Stappen , Eva-Maria Me\u00dfner , Andreas K\u00f6nig , Alan Cowen , Erik Cambria , and Bj\u00f6rn W. Schuller . 2023 a. The MuSe 2023 Multimodal Sentiment Analysis Challenge: Mimicked Emotions, Cross-Cultural Humour, and Personalisation . In MuSe'23: Proceedings of the 4th Multimodal Sentiment Analysis Workshop and Challenge. Association for Computing Machinery. co-located with ACM Multimedia 2022 , to appear. Lukas Christ, Shahin Amiriparian, Alice Baird, Alexander Kathan, Niklas M\u00fcller, Steffen Klug, Chris Gagne, Panagiotis Tzirakis, Lukas Stappen, Eva-Maria Me\u00dfner, Andreas K\u00f6nig, Alan Cowen, Erik Cambria, and Bj\u00f6rn W. Schuller. 2023 a. The MuSe 2023 Multimodal Sentiment Analysis Challenge: Mimicked Emotions, Cross-Cultural Humour, and Personalisation. In MuSe'23: Proceedings of the 4th Multimodal Sentiment Analysis Workshop and Challenge. Association for Computing Machinery. co-located with ACM Multimedia 2022, to appear."},{"key":"e_1_3_2_1_11_1","unstructured":"Lukas Christ Shahin Amiriparian Alexander Kathan Niklas M\u00fcller Andreas K\u00f6nig and Bj\u00f6rn W. Schuller. 2023 b. Towards Multimodal Prediction of Spontaneous Humour: A Novel Dataset and First Results. arxiv: 2209.14272 [cs.LG]  Lukas Christ Shahin Amiriparian Alexander Kathan Niklas M\u00fcller Andreas K\u00f6nig and Bj\u00f6rn W. Schuller. 2023 b. Towards Multimodal Prediction of Spontaneous Humour: A Novel Dataset and First Results. arxiv: 2209.14272 [cs.LG]"},{"key":"e_1_3_2_1_12_1","volume-title":"Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 4171--4186","author":"Devlin Jacob","year":"2019","unstructured":"Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2019 . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding . In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 4171--4186 . Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 4171--4186."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/TAFFC.2015.2457417"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/1873951.1874246"},{"key":"e_1_3_2_1_15_1","first-page":"1","article-title":"Phonetics and ambiguity comprehension gated attention network for humor recognition","volume":"2020","author":"Fan Xiaochao","year":"2020","unstructured":"Xiaochao Fan , Hongfei Lin , Liang Yang , Yufeng Diao , Chen Shen , Yonghe Chu , and Tongxuan Zhang . 2020 . Phonetics and ambiguity comprehension gated attention network for humor recognition . Complexity , Vol. 2020 (2020), 1 -- 9 . Xiaochao Fan, Hongfei Lin, Liang Yang, Yufeng Diao, Chen Shen, Yonghe Chu, and Tongxuan Zhang. 2020. Phonetics and ambiguity comprehension gated attention network for humor recognition. Complexity , Vol. 2020 (2020), 1--9.","journal-title":"Complexity"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1108\/LODJ-07-2012-0086"},{"key":"e_1_3_2_1_17_1","volume-title":"Aaron Courville, Mehdi Mirza, Ben Hamner, Will Cukierski, Yichuan Tang, David Thaler, and Dong Hyun and Lee.","author":"Goodfellow Ian J.","year":"2013","unstructured":"Ian J. Goodfellow , Dumitru Erhan , Pierre Luc Carrier , Aaron Courville, Mehdi Mirza, Ben Hamner, Will Cukierski, Yichuan Tang, David Thaler, and Dong Hyun and Lee. 2013 . Challenges in Representation Learning : A report on three machine learning contests. In Springer Berlin Heidelberg . Ian J. Goodfellow, Dumitru Erhan, Pierre Luc Carrier, Aaron Courville, Mehdi Mirza, Ben Hamner, Will Cukierski, Yichuan Tang, David Thaler, and Dong Hyun and Lee. 2013. Challenges in Representation Learning: A report on three machine learning contests. In Springer Berlin Heidelberg."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/3462244.3479919"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_1_20_1","volume-title":"Kingma and Jimmy Ba","author":"Diederik","year":"2014","unstructured":"Diederik P. Kingma and Jimmy Ba . 2014 . Adam : A Method for Stochastic Optimization. CoRR , Vol. abs\/ 1412 .6980 (2014). Diederik P. Kingma and Jimmy Ba. 2014. Adam: A Method for Stochastic Optimization. CoRR , Vol. abs\/1412.6980 (2014)."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1515\/ip-2022-0003"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00641"},{"key":"e_1_3_2_1_23_1","unstructured":"Tsung-Yi Lin Priya Goyal Ross Girshick Kaiming He and Piotr Doll\u00e1r. 2018. Focal Loss for Dense Object Detection. arxiv: 1708.02002 [cs.CV]  Tsung-Yi Lin Priya Goyal Ross Girshick Kaiming He and Piotr Doll\u00e1r. 2018. Focal Loss for Dense Object Detection. arxiv: 1708.02002 [cs.CV]"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TAFFC.2017.2736999"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0092--6566(02)00534--2"},{"volume-title":"PyTorch: An Imperative Style","author":"Paszke Adam","key":"e_1_3_2_1_26_1","unstructured":"Adam Paszke , Sam Gross , Francisco Massa , Adam Lerer , James Bradbury , Gregory Chanan , Trevor Killeen , Zeming Lin , Natalia Gimelshein , Luca Antiga , Alban Desmaison , Andreas K\u00f6pf , Edward Yang , Zach DeVito , Martin Raison , Alykhan Tejani , Sasank Chilamkurthy , Benoit Steiner , Lu Fang , Junjie Bai , and Soumith Chintala . 2019. PyTorch: An Imperative Style , High-Performance Deep Learning Library . Curran Associates Inc., Red Hook, NY, USA. Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, Alban Desmaison, Andreas K\u00f6pf, Edward Yang, Zach DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, and Soumith Chintala. 2019. PyTorch: An Imperative Style, High-Performance Deep Learning Library. Curran Associates Inc., Red Hook, NY, USA."},{"key":"e_1_3_2_1_27_1","volume-title":"2022 IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV)","author":"Pramanick Shraman","year":"2021","unstructured":"Shraman Pramanick , Aniket Basu Roy , and Vishal M. Patel . 2021. Multimodal Learning using Optimal Transport for Sarcasm and Humor Detection . 2022 IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV) ( 2021 ), 546--556. Shraman Pramanick, Aniket Basu Roy, and Vishal M. Patel. 2021. Multimodal Learning using Optimal Transport for Sarcasm and Humor Detection. 2022 IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV) (2021), 546--556."},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1515\/ip-2018-0020"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/DSAA54385.2022.10032426"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-021-02580--3"},{"key":"e_1_3_2_1_31_1","volume-title":"Proceedings of the conference. Association for Computational Linguistics. Meeting","volume":"2019","author":"Hubert Tsai Yao-Hung","year":"2019","unstructured":"Yao-Hung Hubert Tsai , Shaojie Bai , Paul Pu Liang , J. Zico Kolter , Louis-Philippe Morency , and Ruslan Salakhutdinov . 2019 . Multimodal Transformer for Unaligned Multimodal Language Sequences . Proceedings of the conference. Association for Computational Linguistics. Meeting , Vol. 2019 (2019), 6558--6569. Yao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang, J. Zico Kolter, Louis-Philippe Morency, and Ruslan Salakhutdinov. 2019. Multimodal Transformer for Unaligned Multimodal Language Sequences. Proceedings of the conference. Association for Computational Linguistics. Meeting , Vol. 2019 (2019), 6558--6569."},{"key":"e_1_3_2_1_32_1","unstructured":"Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan N. Gomez Lukasz Kaiser and Illia Polosukhin. 2017. Attention is All you Need. In NIPS.  Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan N. Gomez Lukasz Kaiser and Illia Polosukhin. 2017. Attention is All you Need. In NIPS."},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/3551876.3554802"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2016.2603342"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3093397"}],"event":{"name":"MM '23: The 31st ACM International Conference on Multimedia","sponsor":["SIGMM ACM Special Interest Group on Multimedia"],"location":"Ottawa ON Canada","acronym":"MM '23"},"container-title":["Proceedings of the 4th on Multimodal Sentiment Analysis Challenge and Workshop: Mimicked Emotions, Humour and Personalisation"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3606039.3613106","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3606039.3613106","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T16:36:20Z","timestamp":1750178180000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3606039.3613106"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,29]]},"references-count":35,"alternative-id":["10.1145\/3606039.3613106","10.1145\/3606039"],"URL":"https:\/\/doi.org\/10.1145\/3606039.3613106","relation":{},"subject":[],"published":{"date-parts":[[2023,10,29]]},"assertion":[{"value":"2023-10-29","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}