Education |
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| University of Southern California, Los Angeles, CA, U.S.A. Ph.D. in Computer Science August 2021 -- Present Advisor: Prof. Shri Narayanan |
| University of Southern California, Los Angeles, CA, U.S.A. M.Sc. in Computer Science August 2021 -- Present Current GPA: 4.0 / 4.0 Coursework: CSCI-670 (Advanced Analysis of Algorithms), PSYC-626 (Computational Social Sciences), ... CSCI-699 (Grounding Natural Language), CSCI-534 (Affective Computing), ... EE-546 (Math of High-Dimensional Data), CSCI-535 (Multimodal Prob Learning of Communication), ... CSCI-654 (Crafting a Research Agenda), CSCI-699 (Science of LLMs; upcoming) |
| National Technical University of Athens, Athens, Greece Joint B.Sc. & M.Eng. in Electrical & Computer Engineering September 2015 -- October 2020 (5yrs) Major: Computer Science Cumulative GPA: 9.56 / 10 Thesis: Using Artificial Neural Networks for Zero-shot Learning Advisor: Prof. Alexandros Potamianos Selected Coursework: Neural Networks and Intelligent Systems, Pattern Recognition, Computer Vision, ... Advanced Computer Architecture, Advanced Algorithms, Distributed Systems, Information Theory, ... Advanced Topics in Databases, Operating Systems Laboratory, Robotics I: Analysis-Control-Laboratory
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Work Experience |
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| Amazon Web Services, Bellevue, WA, U.S.A. Applied Science intern May 2024 -- August 2024 (3mos) Duties: Developed methods for robustness in audio-textual classification. |
| Amazon Web Services, Santa Clara, CA, U.S.A. Applied Science intern May 2023 -- August 2023 (3mos) Duties: Developed methods for robustness in audio-visual representation learning (paper) |
| Behavioral Signal Technologies, Los Angeles, CA, U.S.A. Machine Learning engineer December 2020 -- July 2021 (6mos) Duties: Speech Diarization in phone calls, Feature engineering and modeling of speakers in phone calls
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| SCiO P.C., Athens, Greece Machine Learning intern July 2019 -- August 2019 (2mos) Duties: Feature Engineering and Predictive Modeling for rice production in India Body of Work: code Supervisor: Dr. Pythagoras Karampiperis |
Research Experience |
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| University of Southern California, Los Angeles, CA, U.S.A. Graduate Research Assistant at the Signal Analysis and Interpretation Lab May 2021 -- Present Duties: Multilingual & Multimodal Affective Analysis on Social Media ... Resurrected and running the reading group of the lab with 15-20 active members ... Actively mentoring undergraduate and graduate students ... IEEE K-12 Outreach programs: Presented in Spring 22 to approx. 90 students, *Team Lead* in Fall 22 for approx. 90 students ... Google ExploreCSR: Student mentor in Spring 23 Advisor: Prof. Shri Narayanan |
| National Technical University of Athens, Athens, Greece Undergraduate Research assistant at the Speech and Language Processing group March 2020 -- November 2020 (9mos) Duties: Sample-efficient Learning research Body of Work: paper (preprint) with code Advisor: Prof. Alexandros Potamianos |
| Demokritos National Center for Scientific Research, Athens, Greece Research intern at the Institute of Informatics & Telecommunications October 2019 -- June 2020 (9mos) Duties: Remote Sensing applications of Computer Vision and Deep Learning Body of Work: paper with code Advisor: Dr. Eleni Charou |
Publications |
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Chochlakis, Georgios, Alexandros Potamianos, Kristina Lerman, and Shrikanth Narayanan. "Aggregation Artifacts in Subjective Tasks Collapse Large Language Models Posteriors." arXiv preprint arXiv:2410.13776 (2024). |
Chochlakis, Georgios, Alexandros Potamianos, Kristina Lerman and Shrikanth Narayanan. “The Strong Pull of Prior Knowledge in Large Language Models and Its Impact on Emotion Recognition.” (2024). |
Chochlakis, Georgios, Niyantha Maruthu Pandiyan, Kristina Lerman, and Shrikanth Narayanan. "Larger Language Models Dont Care How You Think: Why Chain-of-Thought Prompting Fails in Subjective Tasks." arXiv preprint arXiv:2409.06173 (2024). |
Chochlakis, Georgios, Chandrashekhar Lavania, Prashant Mathur and Kyu Han. “Tackling missing modalities in audio-visual representation learning using masked autoencoders. Interspeech 2024. |
Burghardt, Keith, Ashwin Rao, Siyi Guo, Zihao He, Georgios Chochlakis, Baruah Sabyasachee, Andrew Rojecki, Shri Narayanan, and Kristina Lerman. "Socio-Linguistic Characteristics of Coordinated Inauthentic Accounts." arXiv preprint arXiv:2305.11867 (2023). |
Chochlakis, Georgios, Gireesh Mahajan, Sabyasachee Baruah, Keith Burghardt, Kristina Lerman, and Shrikanth Narayanan. "Using Emotion Embeddings to Transfer Knowledge between Emotions, Languages, and Annotation Formats." In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5. IEEE, 2023. |
Chochlakis, Georgios, Gireesh Mahajan, Sabyasachee Baruah, Keith Burghardt, Kristina Lerman, and Shrikanth Narayanan. "Leveraging label correlations in a multi-label setting: A case study in emotion." In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5. IEEE, 2023. |
Chochlakis, G.; Srinivasan, T.; Thomason, J.; and Narayanan, S. 2022. VAuLT: Augmenting the Vision-and-Language Transformer for Sentiment Classification on Social Media. arXiv preprint arXiv:2208.09021. |
Srinivasan, T., Chang, T. Y., Alva, L. L. P., Chochlakis, G., Rostami, M., & Thomason, J. (2022). CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks. Thirty-sixth Conference on Neural Information Processing Systems. |
Chochlakis G., Georgiou E., Potamianos A. End-to-end Generative Zero-shot Learning via Few-shot Learning. arXiv preprint arXiv:2102.04379, 2021. |
Panagiotou E, Chochlakis G, Grammatikopoulos L, Charou E. Generating Elevation Surface from a Single RGB Remotely Sensed Image Using Deep Learning. Remote Sensing. 2020; 12(12):2002. |
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