diff --git a/_includes/portfolio.html b/_includes/portfolio.html
index b17827d..5046215 100644
--- a/_includes/portfolio.html
+++ b/_includes/portfolio.html
@@ -9,7 +9,8 @@ <h2>Publications</h2>
           <div class="col-lg-12 text-justify">
             <h4>International</h4>
             <ul class="publication-list">
-              <li>Harim Kim, Chang Ha Lee, Charmgil Hong. Transformer for Point Anomaly Detection. ACM International Conference on Information and Knowledge Management (CIKM). 2024. <em>(to appear)</em></li>
+              <li>Hannah Hyesun Chun, Chanju Lee, Hyungyu Choi, Charmgil Hong. Bridging the Linguistic Divide: Developing a North-South Korean Parallel Corpus for Machine Translation. Pacific Asia Conference on Language, Information, and Computation (PACLIC 38). 2024. <em>(to appear)</em></li>
+              <li>Harim Kim, Chang Ha Lee, Charmgil Hong. Transformer for Point Anomaly Detection. ACM International Conference on Information and Knowledge Management (CIKM). 2024. <span class="res"><a href="https://dl.acm.org/doi/10.1145/3627673.3679859" target="_blank">Paper</a></span> <span class="res"><a href="https://github.com/nth221/TransPAD" target="_blank">Code</a></span></li>
               <li>Jaemin Jung, Soonyong Park, Harim Kim, Chang Ha Lee, Charmgil Hong. Artificial Intelligence-Driven Video Indexing for Rapid Surveillance Footage Summarization and Review. International Joint Conference on Artificial Intelligence (IJCAI) Demo Track. 2024. <span class="res"><a href="https://www.ijcai.org/proceedings/2024/1009" target="_blank">Paper</a></span> <span class="res"><a href="https://github.com/nth221/videx" target="_blank">Code</a></span> <span class="res"><a href="https://youtu.be/IaTPpJfmFnQ" target="_blank">Video 1</a></span> <span class="res"><a href="https://youtu.be/eXMBMsPZQaU" target="_blank">Video 2</a></span></li>
               <li>Harim Kim, Minchae Kim, Taewoo Kim, Kyujin Cho, Charmgil Hong. AREST: Attention-Based Red-Light Violation Detection for Safety Technology. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS). 2024. <span class="award"><em>Best Paper Award</em></span> <span class="res"><a href="https://ieeexplore.ieee.org/document/10672611" target="_blank">Paper</a></span></li>
               <li>Harim Kim, Chang Ha Lee, Charmgil Hong. VATMAN: Video Anomaly Transformer for Monitoring Accidents and Nefariousness. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS). 2024. <span class="res"><a href="https://ieeexplore.ieee.org/document/10672570" target="_blank">Paper</a></span> <span class="res"><a href="/files/arx/VATMAN_AVSS2024.pdf" target="_blank">Poster</a></span></li>  
@@ -20,8 +21,10 @@ <h4>International</h4>
             </ul>
             <h4>Domestic (Korean)</h4>
             <ul class="publication-list">
-              <li>Hannah Hyesun Chun, Chanju Lee, Hyungyu Choi, Charmgil Hong. Machine Translation and Analysis of South and North Korean Using a Parallel Corpus. Joint Conference on Human and Cognitive Language Technology, Korean Association for Corpus Linguistics (HCLT-KACL). 2024. <em>(to appear)</em></li>
-              <li>Harim Kim, Yeseul Kim, Yohan Sohn, Hyo Jung Cho, Soon Sun Kim, Ji Eun Han, Jae Youn Cheong, Charmgil Hong. Prediction of Drug-Induced Liver Injuries Using Transformer. KIISE Transactions on Computing Practices (KTCP). 2024. <em>(in press)</em></li>
+              <li>Yeongseo Go, Hyemin Shin, Hanyoung Jeong, Taewoo Kim, Kyujin Cho, Charmgil Hong. Predictive Analysis of Electric Vehicle Range Using Real-Driving Data Considering Regenerative Braking. Annual Autumn Conference & Exhibition. Korean Society of Automotive Engineers. 2024.</li>
+              <li>Jieun Kang, Kyujin Cho, Charmgil Hong. Application of a Transformer-Based Model for Predicting Electric Vehicle Energy Efficiency Using Real BSM and CAN Data. Annual Autumn Conference & Exhibition. Korean Society of Automotive Engineers. 2024.</li>
+              <li>Hannah Hyesun Chun, Chanju Lee, Hyungyu Choi, Charmgil Hong. Machine Translation and Analysis of South and North Korean Using a Parallel Corpus. Joint Conference on Human and Cognitive Language Technology, Korean Association for Corpus Linguistics (HCLT-KACL). 2024.</li>
+              <li>Harim Kim, Yeseul Kim, Yohan Sohn, Hyo Jung Cho, Soon Sun Kim, Ji Eun Han, Jae Youn Cheong, Charmgil Hong. Prediction of Drug-Induced Liver Injuries Using Transformer. KIISE Transactions on Computing Practices (KTCP). 2024. <span class="res"><a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11705334" target="_blank">Paper</a></span></li>
               <li>Jihyeon Song, Soon Sun Kim, Ji Eun Han, Hyo Jung Cho, Jae Youn Cheong, Charmgil Hong. Improving Prediction of Chronic Hepatitis B TreatmentResponse Using Molecular Embedding. Journal of KIISE. 2024. <span class="res"><a href="https://www.kiise.or.kr/e_journal/2024/7/JOK/06.pdf" target="_blank">Paper</a></span></li>
               <li>Geonyeong Choi, Hyunwoo Yook, Jeong-Woo Han, Charmgil Hong. Prediction of Dehydrogenation Enthalpy Using Graph Isomorphism Network. Journal of KIISE. 2024. <span class="res"><a href="https://www.kiise.or.kr/e_journal/2024/5/JOK/03.pdf" target="_blank">Paper</a></span></li>
               <li>Jihyun Moon, Seong Kyung Kim, Hee Song Kim, Soon Sun Kim, Ji Eun Han, Hyo Jung Cho, Jae Youn Cheong, Charmgil Hong. Prediction of Drug Adverse Reactions in Chronic Hepatitis B Patients Using FT-Transformer. Korea Computer Congress (KCC). 2024. <!--<span class="res">[Paper](https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11851190){:target="_blank"}</span>-->
@@ -55,31 +58,33 @@ <h4>Domestic (Korean)</h4>
             </ul>
             <h4>Workshops/Symposiums</h4>
             <ul class="publication-list">
+              <li>Jihyun Moon, Soon Sun Kim, Ji Eun Han, Hyo Jung Cho, Jae Youn Cheong, Charmgil Hong. A Study on Prompts for LLM-based Drug Side Effect Prediction in Chronic Hepatitis B Patients. Korean Society of Medical and Biological Engineering. Fall, 2024. <span class="award"><em>Best Presentation Award</em></span></li>
+              <li>Soyeon Park, Charmgil Hong. A Study on Pneumonia Diagnosis Model Using X-Ray Images on EfficientNet. Korean Society of Medical and Biological Engineering. Fall, 2024.</li>
               <li>Harim Kim, Hyo Jung Cho, Soon Sun Kim, Ji Eun Han, Jae Youn Cheong, Charmgil Hong. Personalized Prediction of Drug-Induced Liver Injury Using the Transformer Architecture. The Liver Week (TLW) 2024. <span class="award"><em>Best Presentation Award</em></span></li>
               <li>Ye Jun Kim, Jae Geun Jang, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Jae Youn Cheong, Charmgil Hong. Analysis of a Machine Learning-Based Predictive Model for Hepatocellular Carcinoma in Chronic Hepatitis B Patients. The Liver Week (TLW) 2024.</li>
               <li>Geonyeong Choi, Charmgil Hong. Analysis of Drug Inducing Liver Injury: A Graph-Based Machine Learning Approach. The Liver Week (TLW) 2024.</li>
-              <li>Ye Jun Kim, Jae Geun Jang, Soon Sun Kim, Jae Youn Cheong, Charmgil Hong. Analysis of a Machine Learning-Based Predictive Model for Hepatocellular Carcinoma in Chronic Hepatitis B Patients. Korean Society of Medical Informatics, Spring. 2024.</li>
-              <li>Harim Kim, Minchae Kim, Taewoo Kim, Kyujin Cho, Charmgil Hong. Red-Light Violation Detection Using Attention Mechanism in Dashcam Footage. Korea Multimedia Society, Spring. 2024.</li>
-              <li>Hyesun Chun, Haeun Yoon, Ahhyun Kum, Chanju Lee, Hyungyu Choi, Charmgil Hong. Development of a Korean Parallel Corpus and a Machine Translation Model for South and North Korean. Korea Multimedia Society, Spring. 2024. <span class="award"><em>Best Paper Award</em></span></li>
-              <li>Chaewon Kim, Seeun Park, Harim Kim, Taewoo Kim, Kyujin Cho, Charmgil Hong. A Method for Lane Recognition and Departure Detection Using Dashcam Videos. Korea Multimedia Society, Spring. 2024. <span class="award"><em>Best Paper Award</em></span></li>
+              <li>Ye Jun Kim, Jae Geun Jang, Soon Sun Kim, Jae Youn Cheong, Charmgil Hong. Analysis of a Machine Learning-Based Predictive Model for Hepatocellular Carcinoma in Chronic Hepatitis B Patients. Korean Society of Medical Informatics. Spring, 2024.</li>
+              <li>Harim Kim, Minchae Kim, Taewoo Kim, Kyujin Cho, Charmgil Hong. Red-Light Violation Detection Using Attention Mechanism in Dashcam Footage. Korea Multimedia Society. Spring, 2024.</li>
+              <li>Hyesun Chun, Haeun Yoon, Ahhyun Kum, Chanju Lee, Hyungyu Choi, Charmgil Hong. Development of a Korean Parallel Corpus and a Machine Translation Model for South and North Korean. Korea Multimedia Society. Spring, 2024. <span class="award"><em>Best Paper Award</em></span></li>
+              <li>Chaewon Kim, Seeun Park, Harim Kim, Taewoo Kim, Kyujin Cho, Charmgil Hong. A Method for Lane Recognition and Departure Detection Using Dashcam Videos. Korea Multimedia Society. Spring, 2024. <span class="award"><em>Best Paper Award</em></span></li>
               <!--2023-->
-              <li>Hasung Cho, Hyeyoon Jung, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Jae Youn Cheong, Charmgil Hong. Improving in Adverse Effects Predictions Induced by Long-Term Antiviral Therapy for Chronic Hepatitis B Patients Using Drug Ontologies. Korean Society of Medical Informatics, Fall. 2023.</li>
-              <li>Jihyun Moon, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Jae Youn Cheong, Charmgil Hong. Analysis of Variable Importance Using Machine Learning for Predicting Adverse Drug Reactions in Patients with Chronic Hepatitis B. Korean Society of Medical Informatics, Spring. 2023.</li>
-              <li>Myeong Ju Lim, Min Ji Park, Eunsol Park, Jae Youn Cheong, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Charmgil Hong. Predicting Abnormal Liver Enzyme Levels in Antiviral Patients Using a Multi-Layer Bidirectional Long Short-Term Memory Architecture. Korean Society of Medical Informatics, Spring. 2023.</li>
-              <li>Jihyeon Song, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Jae Youn Cheong, Charmgil Hong. Improving the Predictive Accuracy of Antiviral Response for Chronic Hepatitis B Patients Using Molecular Graph Representation. Korean Society of Medical Informatics, Spring. 2023.</li>
+              <li>Hasung Cho, Hyeyoon Jung, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Jae Youn Cheong, Charmgil Hong. Improving in Adverse Effects Predictions Induced by Long-Term Antiviral Therapy for Chronic Hepatitis B Patients Using Drug Ontologies. Korean Society of Medical Informatics. Fall, 2023.</li>
+              <li>Jihyun Moon, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Jae Youn Cheong, Charmgil Hong. Analysis of Variable Importance Using Machine Learning for Predicting Adverse Drug Reactions in Patients with Chronic Hepatitis B. Korean Society of Medical Informatics. Spring, 2023.</li>
+              <li>Myeong Ju Lim, Min Ji Park, Eunsol Park, Jae Youn Cheong, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Charmgil Hong. Predicting Abnormal Liver Enzyme Levels in Antiviral Patients Using a Multi-Layer Bidirectional Long Short-Term Memory Architecture. Korean Society of Medical Informatics. Spring, 2023.</li>
+              <li>Jihyeon Song, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Jae Youn Cheong, Charmgil Hong. Improving the Predictive Accuracy of Antiviral Response for Chronic Hepatitis B Patients Using Molecular Graph Representation. Korean Society of Medical Informatics. Spring, 2023.</li>
               <!--2022-->
-              <li>Harim Kim, Hyo Jung Cho, Jae Youn Cheong, Charmgil Hong. Lenvatinib Efficacy Prediction Using Liver CT Images and a Pre-trained 3D-CNN. Korean Society of Medical Informatics, Fall. 2022.</li>
-              <li>Juwon Baek, Geonyeong Choi, Jae Youn Cheong, Hyo Jung Cho, Soon Sun Kim, Ji Eun Han, Min-Seo Shim, Charmgil Hong. Development of Drug Induced Liver Injury Prediction Model Based on Electronic Medical Record and Machine Learning. Korean Society of Medical Informatics, Fall. 2022.</li>
-              <li>Jihee (Eunsol) Park, Byung-Ho Nam, Charmgil Hong. Prediction of Pancreatic Cancer Risk Using Deep Survival Analysis Models. Korean Society of Medical Informatics, Fall. 2022.</li>
-              <li>Geonyeong Choi, Jae Youn Cheong, Hyo Jung Cho, Soon Sun Kim, Hyewon Jo, Charmgil Hong. Learning Molecular Embeddings for the Prediction of Drug Induced Liver Injury Using Graph Neural Networks. Korean Society of Medical Informatics, Spring. 2022. <span class="award"><em>Best Paper Award</em></span></li>
-              <li>Jihyeon Song, Jae Youn Cheong, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Min-Seo Shim, Kyoung Jin Lee, Chi Yong Ban, Charmgil Hong. Prediction of Antiviral Treatment Response in Chronic Hepatitis B Using Machine Learning. Korean Society of Medical Informatics, Spring. 2022.</li>
-              <li>Sueun Park, Hyoyoung Seok, Jae Youn Cheong, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Min-Seo Shim, Kyoung Jin Lee, Chi Yong Ban, Charmgil Hong. Prediction of Adverse Effects Induced by Long-Term Antiviral Therapy for Chronic Hepatitis B. Korean Society of Medical Informatics, Spring. 2022.</li>
-              <li>Harim Kim, Charmgil Hong. Trespass Detection in Surveillance Videos Using VAE-SVDD with 3D-CNN. Korea Multimedia Society, Spring. 2022. <span class="award"><em>Best Capstone Project in AI Award</em></span></li>
-              <li>Da Hee Han, Ju Young Kwon, Charmgil Hong. Identifying Strange Behaviors in Surveillance Videos Using 3D CNN and Statistical Outlier Detection. Korea Multimedia Society, Spring. 2022.</li>
-              <li>Dokyeong Lee, Charmgil Hong. Abnormal Behavior Detection and Visualization on Surveillance Videos. Korea Multimedia Society, Spring. 2022.</li>
-              <li>Hyunmuk Kang, Youngkwang Ko, Youngmin Kim, Seohwee Park, Soeun Shin, Charmgil Hong. Literature Survey on 3D CNN Models for Video Action Recognition. Korea Multimedia Society, Spring. 2022.</li>
-              <li>Hoyoon Choi, Charmgil Hong. Neural Machine Translation Using South Korean-North Korean Parallel Corpus. Korea Multimedia Society, Spring. 2022.</li>
-              <li>Seong Min Lee, Chan Kyung Kim, Gi Cheol Kim, Charmgil Hong. Automatic Detection Software Design for Anomalous Behavior in Surveillance Videos Using 3-Dimensional Convolutional Network. Korea Multimedia Society, Summer. 2020.</li>
+              <li>Harim Kim, Hyo Jung Cho, Jae Youn Cheong, Charmgil Hong. Lenvatinib Efficacy Prediction Using Liver CT Images and a Pre-trained 3D-CNN. Korean Society of Medical Informatics. Fall, 2022.</li>
+              <li>Juwon Baek, Geonyeong Choi, Jae Youn Cheong, Hyo Jung Cho, Soon Sun Kim, Ji Eun Han, Min-Seo Shim, Charmgil Hong. Development of Drug Induced Liver Injury Prediction Model Based on Electronic Medical Record and Machine Learning. Korean Society of Medical Informatics. Fall, 2022.</li>
+              <li>Jihee (Eunsol) Park, Byung-Ho Nam, Charmgil Hong. Prediction of Pancreatic Cancer Risk Using Deep Survival Analysis Models. Korean Society of Medical Informatics. Fall, 2022.</li>
+              <li>Geonyeong Choi, Jae Youn Cheong, Hyo Jung Cho, Soon Sun Kim, Hyewon Jo, Charmgil Hong. Learning Molecular Embeddings for the Prediction of Drug Induced Liver Injury Using Graph Neural Networks. Korean Society of Medical Informatics. Spring, 2022. <span class="award"><em>Best Paper Award</em></span></li>
+              <li>Jihyeon Song, Jae Youn Cheong, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Min-Seo Shim, Kyoung Jin Lee, Chi Yong Ban, Charmgil Hong. Prediction of Antiviral Treatment Response in Chronic Hepatitis B Using Machine Learning. Korean Society of Medical Informatics. Spring, 2022.</li>
+              <li>Sueun Park, Hyoyoung Seok, Jae Youn Cheong, Soon Sun Kim, Hyo Jung Cho, Ji Eun Han, Min-Seo Shim, Kyoung Jin Lee, Chi Yong Ban, Charmgil Hong. Prediction of Adverse Effects Induced by Long-Term Antiviral Therapy for Chronic Hepatitis B. Korean Society of Medical Informatics. Spring, 2022.</li>
+              <li>Harim Kim, Charmgil Hong. Trespass Detection in Surveillance Videos Using VAE-SVDD with 3D-CNN. Korea Multimedia Society. Spring, 2022. <span class="award"><em>Best Capstone Project in AI Award</em></span></li>
+              <li>Da Hee Han, Ju Young Kwon, Charmgil Hong. Identifying Strange Behaviors in Surveillance Videos Using 3D CNN and Statistical Outlier Detection. Korea Multimedia Society. Spring, 2022.</li>
+              <li>Dokyeong Lee, Charmgil Hong. Abnormal Behavior Detection and Visualization on Surveillance Videos. Korea Multimedia Society. Spring, 2022.</li>
+              <li>Hyunmuk Kang, Youngkwang Ko, Youngmin Kim, Seohwee Park, Soeun Shin, Charmgil Hong. Literature Survey on 3D CNN Models for Video Action Recognition. Korea Multimedia Society. Spring, 2022.</li>
+              <li>Hoyoon Choi, Charmgil Hong. Neural Machine Translation Using South Korean-North Korean Parallel Corpus. Korea Multimedia Society. Spring, 2022.</li>
+              <li>Seong Min Lee, Chan Kyung Kim, Gi Cheol Kim, Charmgil Hong. Automatic Detection Software Design for Anomalous Behavior in Surveillance Videos Using 3-Dimensional Convolutional Network. Korea Multimedia Society. Summer, 2020.</li>
             </ul>
           </div>
         </div>