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2020 – today
- 2023
[c34]Alex Wilf, Martin Q. Ma, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency:
Face-to-Face Contrastive Learning for Social Intelligence Question-Answering. FG 2023: 1-7- [i47]Yue Wu, Yewen Fan, Paul Pu Liang, Amos Azaria, Yuanzhi Li, Tom M. Mitchell:
Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals. CoRR abs/2302.04449 (2023) - [i46]Paul Pu Liang, Yun Cheng, Xiang Fan, Chun Kai Ling, Suzanne Nie, Richard J. Chen, Zihao Deng, Faisal Mahmood, Ruslan Salakhutdinov, Louis-Philippe Morency:
Quantifying & Modeling Feature Interactions: An Information Decomposition Framework. CoRR abs/2302.12247 (2023) - 2022
- [c33]Yiwei Lyu, Paul Pu Liang, Zihao Deng, Ruslan Salakhutdinov, Louis-Philippe Morency:
DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations. AIES 2022: 455-467 - [c32]Liangqiong Qu, Yuyin Zhou, Paul Pu Liang, Yingda Xia, Feifei Wang, Ehsan Adeli
, Li Fei-Fei, Daniel L. Rubin:
Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning. CVPR 2022: 10051-10061 - [c31]Samuel Yu, Peter Wu, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency:
PACS: A Dataset for Physical Audiovisual CommonSense Reasoning. ECCV (37) 2022: 292-309 - [c30]Yuxin Xiao, Paul Pu Liang, Umang Bhatt, Willie Neiswanger, Ruslan Salakhutdinov, Louis-Philippe Morency:
Uncertainty Quantification with Pre-trained Language Models: A Large-Scale Empirical Analysis. EMNLP (Findings) 2022: 7273-7284 - [i45]Paul Pu Liang, Yiwei Lyu, Xiang Fan, Shentong Mo, Dani Yogatama, Louis-Philippe Morency, Ruslan Salakhutdinov:
HighMMT: Towards Modality and Task Generalization for High-Modality Representation Learning. CoRR abs/2203.01311 (2022) - [i44]Yiwei Lyu, Paul Pu Liang, Zihao Deng, Ruslan Salakhutdinov, Louis-Philippe Morency:
DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations. CoRR abs/2203.02013 (2022) - [i43]Samuel Yu, Peter Wu, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency:
PACS: A Dataset for Physical Audiovisual CommonSense Reasoning. CoRR abs/2203.11130 (2022) - [i42]Paul Pu Liang:
Brainish: Formalizing A Multimodal Language for Intelligence and Consciousness. CoRR abs/2205.00001 (2022) - [i41]Sebastian Gehrmann, Abhik Bhattacharjee, Abinaya Mahendiran, Alex Wang, Alexandros Papangelis, Aman Madaan, Angelina McMillan-Major, Anna Shvets, Ashish Upadhyay, Bingsheng Yao, Bryan Wilie, Chandra Bhagavatula, Chaobin You, Craig Thomson, Cristina Garbacea, Dakuo Wang, Daniel Deutsch, Deyi Xiong, Di Jin, Dimitra Gkatzia, Dragomir R. Radev, Elizabeth Clark, Esin Durmus, Faisal Ladhak, Filip Ginter, Genta Indra Winata, Hendrik Strobelt, Hiroaki Hayashi, Jekaterina Novikova, Jenna Kanerva, Jenny Chim, Jiawei Zhou, Jordan Clive, Joshua Maynez, João Sedoc, Juraj Juraska, Kaustubh D. Dhole, Khyathi Raghavi Chandu, Laura Perez-Beltrachini, Leonardo F. R. Ribeiro, Lewis Tunstall, Li Zhang, Mahima Pushkarna, Mathias Creutz, Michael White, Mihir Sanjay Kale, Moussa Kamal Eddine, Nico Daheim, Nishant Subramani, Ondrej Dusek, Paul Pu Liang, Pawan Sasanka Ammanamanchi, Qi Zhu, Ratish Puduppully, Reno Kriz, Rifat Shahriyar, Ronald Cardenas, Saad Mahamood, Salomey Osei, Samuel Cahyawijaya, Sanja Stajner, Sébastien Montella, Shailza Jolly, Simon Mille, Tahmid Hasan, Tianhao Shen, Tosin P. AMahidewumi, Vikas Raunak, Vipul Raheja, Vitaly Nikolaev, Vivian Tsai, Yacine Jernite, Ying Xu, Yisi Sang, Yixin Liu, Yufang Hou:
GEMv2: Multilingual NLG Benchmarking in a Single Line of Code. CoRR abs/2206.11249 (2022) - [i40]Paul Pu Liang, Yiwei Lyu, Gunjan Chhablani, Nihal Jain, Zihao Deng, Xingbo Wang, Louis-Philippe Morency, Ruslan Salakhutdinov:
MultiViz: An Analysis Benchmark for Visualizing and Understanding Multimodal Models. CoRR abs/2207.00056 (2022) - [i39]Alex Wilf, Qianli M. Ma, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency:
Face-to-Face Contrastive Learning for Social Intelligence Question-Answering. CoRR abs/2208.01036 (2022) - [i38]Dong Won Lee, Chaitanya Ahuja, Paul Pu Liang, Sanika Natu, Louis-Philippe Morency:
Multimodal Lecture Presentations Dataset: Understanding Multimodality in Educational Slides. CoRR abs/2208.08080 (2022) - [i37]Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency:
Foundations and Recent Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions. CoRR abs/2209.03430 (2022) - [i36]Yuxin Xiao, Paul Pu Liang, Umang Bhatt, Willie Neiswanger, Ruslan Salakhutdinov, Louis-Philippe Morency:
Uncertainty Quantification with Pre-trained Language Models: A Large-Scale Empirical Analysis. CoRR abs/2210.04714 (2022) - [i35]Xiang Fan, Yiwei Lyu, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency:
Nano: Nested Human-in-the-Loop Reward Learning for Few-shot Language Model Control. CoRR abs/2211.05750 (2022) - [i34]Rohan Pandey, Rulin Shao, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency:
Cross-modal Attention Congruence Regularization for Vision-Language Relation Alignment. CoRR abs/2212.10549 (2022) - 2021
- [c29]Paul Pu Liang, Terrance Liu, Anna Cai, Michal Muszynski, Ryo Ishii, Nicholas Allen, Randy Auerbach, David Brent, Ruslan Salakhutdinov, Louis-Philippe Morency:
Learning Language and Multimodal Privacy-Preserving Markers of Mood from Mobile Data. ACL/IJCNLP (1) 2021: 4170-4187 - [c28]Peter Wu, Paul Pu Liang, Jiatong Shi, Ruslan Salakhutdinov, Shinji Watanabe, Louis-Philippe Morency:
Understanding the Tradeoffs in Client-side Privacy for Downstream Speech Tasks. APSIPA ASC 2021: 841-848 - [c27]Paul Pu Liang, Manzil Zaheer, Yuan Wang, Amr Ahmed:
Anchor & Transform: Learning Sparse Embeddings for Large Vocabularies. ICLR 2021 - [c26]Paul Pu Liang, Chiyu Wu, Louis-Philippe Morency, Ruslan Salakhutdinov:
Towards Understanding and Mitigating Social Biases in Language Models. ICML 2021: 6565-6576 - [c25]Paul Pu Liang, Peter Wu, Ziyin Liu, Louis-Philippe Morency, Ruslan Salakhutdinov:
Cross-Modal Generalization: Learning in Low Resource Modalities via Meta-Alignment. ACM Multimedia 2021: 2680-2689 - [c24]Yiwei Lyu, Paul Pu Liang, Hai Pham, Eduard H. Hovy, Barnabás Póczos, Ruslan Salakhutdinov, Louis-Philippe Morency:
StylePTB: A Compositional Benchmark for Fine-grained Controllable Text Style Transfer. NAACL-HLT 2021: 2116-2138 - [c23]Paul Pu Liang, Yiwei Lyu, Xiang Fan, Zetian Wu, Yun Cheng, Jason Wu, Leslie Chen, Peter Wu, Michelle A. Lee, Yuke Zhu, Ruslan Salakhutdinov, Louis-Philippe Morency:
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning. NeurIPS Datasets and Benchmarks 2021 - [i33]Peter Wu, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency:
Understanding the Tradeoffs in Client-Side Privacy for Speech Recognition. CoRR abs/2101.08919 (2021) - [i32]Yiwei Lyu, Paul Pu Liang, Hai Pham, Eduard H. Hovy, Barnabás Póczos, Ruslan Salakhutdinov, Louis-Philippe Morency:
StylePTB: A Compositional Benchmark for Fine-grained Controllable Text Style Transfer. CoRR abs/2104.05196 (2021) - [i31]Jivat Neet Kaur, Yiding Jiang, Paul Pu Liang:
Ask & Explore: Grounded Question Answering for Curiosity-Driven Exploration. CoRR abs/2104.11902 (2021) - [i30]Liangqiong Qu, Yuyin Zhou, Paul Pu Liang, Yingda Xia, Feifei Wang, Li Fei-Fei, Ehsan Adeli, Daniel L. Rubin:
Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning. CoRR abs/2106.06047 (2021) - [i29]Paul Pu Liang, Terrance Liu, Anna Cai, Michal Muszynski, Ryo Ishii, Nicholas Allen, Randy Auerbach, David Brent, Ruslan Salakhutdinov, Louis-Philippe Morency:
Learning Language and Multimodal Privacy-Preserving Markers of Mood from Mobile Data. CoRR abs/2106.13213 (2021) - [i28]Paul Pu Liang, Chiyu Wu, Louis-Philippe Morency, Ruslan Salakhutdinov:
Towards Understanding and Mitigating Social Biases in Language Models. CoRR abs/2106.13219 (2021) - [i27]Paul Pu Liang, Yiwei Lyu, Xiang Fan, Zetian Wu, Yun Cheng, Jason Wu, Leslie Chen, Peter Wu, Michelle A. Lee, Yuke Zhu, Ruslan Salakhutdinov, Louis-Philippe Morency:
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning. CoRR abs/2107.07502 (2021) - 2020
- [j3]Amir Zadeh, Paul Pu Liang, Louis-Philippe Morency:
Foundations of Multimodal Co-learning. Inf. Fusion 64: 188-193 (2020) - [j2]Shisheng Hu, Yiyang Pei, Paul Pu Liang, Ying-Chang Liang:
Deep Neural Network for Robust Modulation Classification Under Uncertain Noise Conditions. IEEE Trans. Veh. Technol. 69(1): 564-577 (2020) - [c22]Paul Pu Liang, Irene Mengze Li, Emily Zheng, Yao Chong Lim, Ruslan Salakhutdinov, Louis-Philippe Morency:
Towards Debiasing Sentence Representations. ACL 2020: 5502-5515 - [c21]Paul Pu Liang, Jeffrey Chen, Ruslan Salakhutdinov, Louis-Philippe Morency, Satwik Kottur:
On Emergent Communication in Competitive Multi-Agent Teams. AAMAS 2020: 735-743 - [c20]Seong Hyeon Park, Gyubok Lee, Jimin Seo, Manoj Bhat, Minseok Kang, Jonathan Francis, Ashwin R. Jadhav, Paul Pu Liang, Louis-Philippe Morency:
Diverse and Admissible Trajectory Forecasting Through Multimodal Context Understanding. ECCV (11) 2020: 282-298 - [c19]AmirAli Bagher Zadeh, Yansheng Cao, Smon Hessner, Paul Pu Liang, Soujanya Poria, Louis-Philippe Morency:
CMU-MOSEAS: A Multimodal Language Dataset for Spanish, Portuguese, German and French. EMNLP (1) 2020: 1801-1812 - [i26]Paul Pu Liang, Terrance Liu, Ziyin Liu, Ruslan Salakhutdinov, Louis-Philippe Morency:
Think Locally, Act Globally: Federated Learning with Local and Global Representations. CoRR abs/2001.01523 (2020) - [i25]Ziyin Liu, Blair Chen, Ru Wang, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency, Masahito Ueda:
Learning Not to Learn in the Presence of Noisy Labels. CoRR abs/2002.06541 (2020) - [i24]Paul Pu Liang, Jeffrey Chen, Ruslan Salakhutdinov, Louis-Philippe Morency, Satwik Kottur:
On Emergent Communication in Competitive Multi-Agent Teams. CoRR abs/2003.01848 (2020) - [i23]Seong Hyeon Park, Gyubok Lee, Manoj Bhat, Jimin Seo, Minseok Kang, Jonathan Francis, Ashwin R. Jadhav, Paul Pu Liang, Louis-Philippe Morency:
Diverse and Admissible Trajectory Forecasting through Multimodal Context Understanding. CoRR abs/2003.03212 (2020) - [i22]Paul Pu Liang, Manzil Zaheer, Yuan Wang, Amr Ahmed:
Anchor & Transform: Learning Sparse Representations of Discrete Objects. CoRR abs/2003.08197 (2020) - [i21]Paul Pu Liang, Irene Mengze Li, Emily Zheng, Yao Chong Lim, Ruslan Salakhutdinov, Louis-Philippe Morency:
Towards Debiasing Sentence Representations. CoRR abs/2007.08100 (2020) - [i20]Blair Chen, Ziyin Liu, Zihao Wang, Paul Pu Liang:
An Investigation of how Label Smoothing Affects Generalization. CoRR abs/2010.12648 (2020) - [i19]Terrance Liu, Paul Pu Liang, Michal Muszynski, Ryo Ishii, David Brent, Randy Auerbach, Nicholas Allen, Louis-Philippe Morency:
Multimodal Privacy-preserving Mood Prediction from Mobile Data: A Preliminary Study. CoRR abs/2012.02359 (2020) - [i18]Paul Pu Liang, Peter Wu, Ziyin Liu, Louis-Philippe Morency, Ruslan Salakhutdinov:
Cross-Modal Generalization: Learning in Low Resource Modalities via Meta-Alignment. CoRR abs/2012.02813 (2020)
2010 – 2019
- 2019
- [c18]Hai Pham, Paul Pu Liang, Thomas Manzini, Louis-Philippe Morency, Barnabás Póczos:
Found in Translation: Learning Robust Joint Representations by Cyclic Translations between Modalities. AAAI 2019: 6892-6899 - [c17]Yansen Wang, Ying Shen, Zhun Liu, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency:
Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors. AAAI 2019: 7216-7223 - [c16]Paul Pu Liang, Zhun Liu, Yao-Hung Hubert Tsai, Qibin Zhao, Ruslan Salakhutdinov, Louis-Philippe Morency:
Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization. ACL (1) 2019: 1569-1576 - [c15]Yao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang, J. Zico Kolter, Louis-Philippe Morency, Ruslan Salakhutdinov:
Multimodal Transformer for Unaligned Multimodal Language Sequences. ACL (1) 2019: 6558-6569 - [c14]Amir Zadeh, Michael Chan, Paul Pu Liang, Edmund Tong, Louis-Philippe Morency:
Social-IQ: A Question Answering Benchmark for Artificial Social Intelligence. CVPR 2019: 8807-8817 - [c13]Yao-Hung Hubert Tsai, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency, Ruslan Salakhutdinov:
Learning Factorized Multimodal Representations. ICLR (Poster) 2019 - [c12]Paul Pu Liang, Yao Chong Lim, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov, Louis-Philippe Morency:
Strong and Simple Baselines for Multimodal Utterance Embeddings. NAACL-HLT (1) 2019: 2599-2609 - [c11]Ziyin Liu, Zhikang Wang, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency, Masahito Ueda:
Deep Gamblers: Learning to Abstain with Portfolio Theory. NeurIPS 2019: 10622-10632 - [i17]Amir Zadeh, Yao Chong Lim, Paul Pu Liang, Louis-Philippe Morency:
Variational Auto-Decoder. CoRR abs/1903.00840 (2019) - [i16]Yao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang, J. Zico Kolter, Louis-Philippe Morency, Ruslan Salakhutdinov:
Multimodal Transformer for Unaligned Multimodal Language Sequences. CoRR abs/1906.00295 (2019) - [i15]Paul Pu Liang, Yao Chong Lim, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov, Louis-Philippe Morency:
Strong and Simple Baselines for Multimodal Utterance Embeddings. CoRR abs/1906.02125 (2019) - [i14]Ziyin Liu, Zhikang Wang, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency, Masahito Ueda:
Deep Gamblers: Learning to Abstain with Portfolio Theory. CoRR abs/1907.00208 (2019) - [i13]Paul Pu Liang, Zhun Liu, Yao-Hung Hubert Tsai, Qibin Zhao, Ruslan Salakhutdinov, Louis-Philippe Morency:
Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization. CoRR abs/1907.01011 (2019) - [i12]Amir Zadeh, Chengfeng Mao, Kelly Shi, Yiwei Zhang, Paul Pu Liang, Soujanya Poria, Louis-Philippe Morency:
Factorized Multimodal Transformer for Multimodal Sequential Learning. CoRR abs/1911.09826 (2019) - 2018
- [j1]Qianqian Zhang, Paul Pu Liang, Yu-Di Huang, Yiyang Pei, Ying-Chang Liang:
Label-Assisted Transmission for Short Packet Communications: A Machine Learning Approach. IEEE Trans. Veh. Technol. 67(9): 8846-8859 (2018) - [c10]Amir Zadeh, Paul Pu Liang, Navonil Mazumder, Soujanya Poria, Erik Cambria, Louis-Philippe Morency:
Memory Fusion Network for Multi-view Sequential Learning. AAAI 2018: 5634-5641 - [c9]Amir Zadeh, Paul Pu Liang, Soujanya Poria, Prateek Vij, Erik Cambria, Louis-Philippe Morency:
Multi-attention Recurrent Network for Human Communication Comprehension. AAAI 2018: 5642-5649 - [c8]Amir Zadeh, Paul Pu Liang, Soujanya Poria, Erik Cambria, Louis-Philippe Morency:
Multimodal Language Analysis in the Wild: CMU-MOSEI Dataset and Interpretable Dynamic Fusion Graph. ACL (1) 2018: 2236-2246 - [c7]Zhun Liu, Ying Shen, Varun Bharadhwaj Lakshminarasimhan, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency:
Efficient Low-rank Multimodal Fusion With Modality-Specific Factors. ACL (1) 2018: 2247-2256 - [c6]Hui Han Chin, Paul Pu Liang:
An Empirical Evaluation of Sketched SVD and its Application to Leverage Score Ordering. ACML 2018: 799-814 - [c5]Paul Pu Liang, Ziyin Liu, Amir Zadeh, Louis-Philippe Morency:
Multimodal Language Analysis with Recurrent Multistage Fusion. EMNLP 2018: 150-161 - [c4]Shisheng Hu, Yiyang Pei, Paul Pu Liang, Ying-Chang Liang:
Robust Modulation Classification under Uncertain Noise Condition Using Recurrent Neural Network. GLOBECOM 2018: 1-7 - [c3]Yu-Di Huang, Paul Pu Liang, Qianqian Zhang, Ying-Chang Liang:
A Machine Learning Approach to MIMO Communications. ICC 2018: 1-6 - [c2]Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency:
Multimodal Local-Global Ranking Fusion for Emotion Recognition. ICMI 2018: 472-476 - [i11]Amir Zadeh, Paul Pu Liang, Soujanya Poria, Prateek Vij, Erik Cambria, Louis-Philippe Morency:
Multi-attention Recurrent Network for Human Communication Comprehension. CoRR abs/1802.00923 (2018) - [i10]Minghai Chen, Sen Wang, Paul Pu Liang, Tadas Baltrusaitis, Amir Zadeh, Louis-Philippe Morency:
Multimodal Sentiment Analysis with Word-Level Fusion and Reinforcement Learning. CoRR abs/1802.00924 (2018) - [i9]Amir Zadeh, Paul Pu Liang, Navonil Mazumder, Soujanya Poria, Erik Cambria, Louis-Philippe Morency:
Memory Fusion Network for Multi-view Sequential Learning. CoRR abs/1802.00927 (2018) - [i8]Zhun Liu, Ying Shen, Varun Bharadhwaj Lakshminarasimhan, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency:
Efficient Low-rank Multimodal Fusion with Modality-Specific Factors. CoRR abs/1806.00064 (2018) - [i7]Yao-Hung Hubert Tsai, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency, Ruslan Salakhutdinov:
Learning Factorized Multimodal Representations. CoRR abs/1806.06176 (2018) - [i6]Hai Pham, Thomas Manzini, Paul Pu Liang, Barnabás Póczos:
Seq2Seq2Sentiment: Multimodal Sequence to Sequence Models for Sentiment Analysis. CoRR abs/1807.03915 (2018) - [i5]Paul Pu Liang, Ziyin Liu, Amir Zadeh, Louis-Philippe Morency:
Multimodal Language Analysis with Recurrent Multistage Fusion. CoRR abs/1808.03920 (2018) - [i4]Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency:
Multimodal Local-Global Ranking Fusion for Emotion Recognition. CoRR abs/1809.04931 (2018) - [i3]Yansen Wang, Ying Shen, Zhun Liu, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency:
Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors. CoRR abs/1811.09362 (2018) - [i2]Hai Pham, Paul Pu Liang, Thomas Manzini, Louis-Philippe Morency, Barnabás Póczos:
Found in Translation: Learning Robust Joint Representations by Cyclic Translations Between Modalities. CoRR abs/1812.07809 (2018) - [i1]Hui Han Chin, Paul Pu Liang:
An Empirical Evaluation of Sketched SVD and its Application to Leverage Score Ordering. CoRR abs/1812.07903 (2018) - 2017
- [c1]Minghai Chen, Sen Wang, Paul Pu Liang, Tadas Baltrusaitis, Amir Zadeh, Louis-Philippe Morency:
Multimodal sentiment analysis with word-level fusion and reinforcement learning. ICMI 2017: 163-171
Coauthor Index
[c34] [i46] [c33] [c31] [c30] [i45] [i44] [i43] [i40] [i39] [i38] [i37] [i36] [i35] [i34] [c29] [c28] [c26] [c25] [c24] [c23] [i33] [i32] [i29] [i28] [i27] [j3] [c22] [c21] [c20] [c19] [i26] [i25] [i24] [i23] [i21] [i19] [i18] [c18] [c17] [c16] [c15] [c14] [c13] [c12] [c11] [i17] [i16] [i15] [i14] [i13] [i12] [c10] [c9] [c8] [c7] [c5] [c2] [i11] [i10] [i9] [i8] [i7] [i5] [i4] [i3] [i2] [c1]
Amir Zadeh 0001
aka: AmirAli Bagher Zadeh
aka: AmirAli Bagher Zadeh
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