Online Conformal Probabilistic Numerics via Adaptive Edge-Cloud Offloading

Authors: Hou, Qiushuo, Park, Sangwoo, Zecchin, Matteo, Cai, Yunlong, Yu, Guanding, Simeone, Osvaldo

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2503.14453

Convergence Analysis of alpha-SVRG under Strong Convexity

Authors: Xiao, Sean, Park, Sangwoo, Vlaski, Stefan

Subject Terms: Computer Science - Machine Learning, Statistics - Computation, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2503.12454

FedRand: Enhancing Privacy in Federated Learning with Randomized LoRA Subparameter Updates

Authors: Park, Sangwoo, Lee, Seanie, Kim, Byungjoo, Hwang, Sung Ju

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2503.07216

Utilization of Au Passivation Nanolayer for Low-Temperature Cu-to-Cu Bonding

Authors: Lee, Sangmin, Park, Sangwoo, Kim, Sarah Eunkyung

Source: 2024 19th International Microsystems, Packaging, Assembly and Circuits Technology Conference (IMPACT) Microsystems, Packaging, Assembly and Circuits Technology Conference (IMPACT), 2024 19th International. :49-52 Oct, 2024

Relation: 2024 19th International Microsystems, Packaging, Assembly and Circuits Technology Conference (IMPACT)

Transferable Multi-Fidelity Bayesian Optimization for Radio Resource Management

Authors: Zhang, Yunchuan, Park, Sangwoo, Simeone, Osvaldo

Source: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) Signal Processing Advances in Wireless Communications (SPAWC), 2024 IEEE 25th International Workshop on. :176-180 Sep, 2024

Relation: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)

Neuromorphic Semantic Communications with Wake-Up Radios

Authors: Chen, Jiechen, Park, Sangwoo, Popovski, Petar, Poor, H. Vincent, Simeone, Osvaldo

Source: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) Signal Processing Advances in Wireless Communications (SPAWC), 2024 IEEE 25th International Workshop on. :91-95 Sep, 2024

Relation: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)

Calibrating Wireless AI via Meta-Learned Context-Dependent Conformal Prediction

Authors: Yoo, Seonghoon, Park, Sangwoo, Popovski, Petar, Kang, Joonhyuk, Simeone, Osvaldo

Subject Terms: Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2501.14566

Generalization and Informativeness of Weighted Conformal Risk Control Under Covariate Shift

Authors: Zecchin, Matteo, Hellström, Fredrik, Park, Sangwoo, Shamai, Shlomo, Simeone, Osvaldo

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Information Theory

Access URL: http://arxiv.org/abs/2501.11413

Distilling Calibration via Conformalized Credal Inference

Authors: Huang, Jiayi, Park, Sangwoo, Paoletti, Nicola, Simeone, Osvaldo

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2501.06066

Cross-Validation Conformal Risk Control

Authors: Cohen, Kfir M., Park, Sangwoo, Simeone, Osvaldo, Shitz, Shlomo Shamai

Source: 2024 IEEE International Symposium on Information Theory (ISIT) Information Theory (ISIT), 2024 IEEE International Symposium on. :250-255 Jul, 2024

Relation: 2024 IEEE International Symposium on Information Theory (ISIT)

Generalization and Informativeness of Conformal Prediction

Authors: Zecchin, Matteo, Park, Sangwoo, Simeone, Osvaldo, Hellstrom, Fredrik

Source: 2024 IEEE International Symposium on Information Theory (ISIT) Information Theory (ISIT), 2024 IEEE International Symposium on. :244-249 Jul, 2024

Relation: 2024 IEEE International Symposium on Information Theory (ISIT)

VLM-HOI: Vision Language Models for Interpretable Human-Object Interaction Analysis

Authors: Kang, Donggoo, Jeong, Dasol, Lee, Hyunmin, Park, Sangwoo, Park, Hasil, Kwon, Sunkyu, Kim, Yeongjoon, Paik, Joonki

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2411.18038

Robust Bayesian Optimization via Localized Online Conformal Prediction

Authors: Kim, Dongwon, Zecchin, Matteo, Park, Sangwoo, Kang, Joonhyuk, Simeone, Osvaldo

Subject Terms: Computer Science - Machine Learning, Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2411.17387

Thermal Transport Properties of Hybrid Bonding With Passivation

Authors: Kim, Hakjun, Hwang, Jae Young, Park, Sangwoo, Kim, Sarah Eunkyung, Joo, Young-Chang, Jang, Hyejin

Source: 2024 IEEE 74th Electronic Components and Technology Conference (ECTC) ECTC Electronic Components and Technology Conference (ECTC), 2024 IEEE 74th. :1609-1612 May, 2024

Relation: 2024 IEEE 74th Electronic Components and Technology Conference (ECTC)

Security-Preserving Federated Learning via Byzantine-Sensitive Triplet Distance

Authors: Lee, Youngjoon, Park, Sangwoo, Kang, Joonhyuk

Source: 2024 IEEE International Symposium on Biomedical Imaging (ISBI) Biomedical Imaging (ISBI), 2024 IEEE International Symposium on. :1-5 May, 2024

Relation: 2024 IEEE International Symposium on Biomedical Imaging (ISBI)

Adaptive and Flexible Model-Based AI for Deep Receivers in Dynamic Channels

Authors: Raviv, Tomer, Park, Sangwoo, Simeone, Osvaldo, Eldar, Yonina C., Shlezinger, Nir

Source: IEEE Wireless Communications IEEE Wireless Commun. Wireless Communications, IEEE. 31(4):163-169 Aug, 2024

Expanding Search Space with Diverse Prompting Agents: An Efficient Sampling Approach for LLM Mathematical Reasoning

Authors: Lee, Gisang, Park, Sangwoo, Park, Junyoung, Chung, Andrew, Park, Sieun, Park, Yoonah, Kim, Byungju, Cho, Min-gyu

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2410.09780

What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems

Authors: Hou, Qiushuo, Park, Sangwoo, Zecchin, Matteo, Cai, Yunlong, Yu, Guanding, Simeone, Osvaldo

Subject Terms: Computer Science - Information Theory, Computer Science - Machine Learning, Computer Science - Networking and Internet Architecture, Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2410.00150

Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection

Authors: Zecchin, Matteo, Park, Sangwoo, Simeone, Osvaldo

Subject Terms: Statistics - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Information Theory, Computer Science - Machine Learning, Statistics - Methodology

Access URL: http://arxiv.org/abs/2409.15844

Conformal Distributed Remote Inference in Sensor Networks Under Reliability and Communication Constraints

Authors: Zhu, Meiyi, Zecchin, Matteo, Park, Sangwoo, Guo, Caili, Feng, Chunyan, Popovski, Petar, Simeone, Osvaldo

Subject Terms: Electrical Engineering and Systems Science - Signal Processing, Computer Science - Information Theory, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2409.07902