J. Pablo Muñoz

19 papers Journal 14Unranked 5
YearRankTypeTitle / Venue / Authors
2025 J jnl
FedReFT: Federated Representation Fine-Tuning with All-But-Me Aggregation.
CoRR
Fatema Siddika, Md. Anwar Hossen, J. Pablo Muñoz, Tanya G. Roosta, Anuj Sharma, Ali Jannesari
2025 J jnl
Low-Rank Adapters Meet Neural Architecture Search for LLM Compression.
CoRR
J. Pablo Muñoz, Jinjie Yuan, Nilesh Jain
2025 J jnl
Mamba-Shedder: Post-Transformer Compression for Efficient Selective Structured State Space Models.
CoRR
J. Pablo Muñoz, Jinjie Yuan, Nilesh Jain
2025 J jnl
MultiPruner: Balanced Structure Removal in Foundation Models.
CoRR
J. Pablo Muñoz, Jinjie Yuan, Nilesh Jain
2025 J jnl
RTTC: Reward-Guided Collaborative Test-Time Compute.
CoRR
J. Pablo Muñoz, Jinjie Yuan
2025 J jnl
SparAMX: Accelerating Compressed LLMs Token Generation on AMX-powered CPUs.
CoRR
Ahmed F. AbouElhamayed, Jordan Dotzel, Yash Akhauri, Chi-Chih Chang, Sameh Gobriel, J. Pablo Muñoz, Vui Seng Chua, Nilesh Jain, Mohamed S. Abdelfattah
2025 J jnl
SuperSAM: Crafting a SAM Supernetwork via Structured Pruning and Unstructured Parameter Prioritization.
CoRR
Waqwoya Abebe, Sadegh Jafari, Sixing Yu, Akash Dutta, Jan Strube, Nathan R. Tallent, Luanzheng Guo, J. Pablo Muñoz, Ali Jannesari
2024 — conf
Resource-Aware Heterogeneous Federated Learning with Specialized Local Models.
Euro-Par (1)
Sixing Yu, J. Pablo Muñoz, Ali Jannesari
2024 — conf
Shears: Unstructured Sparsity with Neural Low-rank Adapter Search.
NAACL (Industry Track)
J. Pablo Muñoz, Jinjie Yuan, Nilesh Jain
2024 J jnl
Shears: Unstructured Sparsity with Neural Low-rank Adapter Search.
CoRR
J. Pablo Muñoz, Jinjie Yuan, Nilesh Jain
2023 J jnl
Bridging the Gap Between Foundation Models and Heterogeneous Federated Learning.
CoRR
Sixing Yu, J. Pablo Muñoz, Ali Jannesari
2023 — conf
Enhancing Heterogeneous Federated Learning with Knowledge Extraction and Multi-Model Fusion.
SC Workshops
Duy Phuong Nguyen, Sixing Yu, J. Pablo Muñoz, Ali Jannesari
2023 J jnl
Federated Foundation Models: Privacy-Preserving and Collaborative Learning for Large Models.
CoRR
Sixing Yu, J. Pablo Muñoz, Ali Jannesari
2022 J jnl
Resource-Aware Heterogeneous Federated Learning using Neural Architecture Search.
CoRR
Sixing Yu, Phuong Nguyen, Waqwoya Abebe, Justin Stanley, J. Pablo Muñoz, Ali Jannesari
2021 J jnl
Enabling NAS with Automated Super-Network Generation.
CoRR
J. Pablo Muñoz, Nikolay Lyalyushkin, Yash Akhauri, Anastasia Senina, Alexander Kozlov, Nilesh Jain
2021 J jnl
RHNAS: Realizable Hardware and Neural Architecture Search.
CoRR
Yash Akhauri, Adithya Niranjan, J. Pablo Muñoz, Suvadeep Banerjee, Abhijit Davare, Pasquale Cocchini, Anton A. Sorokin, Ravi Iyer, Nilesh Jain
2019 J jnl
Visual odometry with a single-camera stereo omnidirectional system.
Mach. Vis. Appl.
Carlos Jaramillo, Liang Yang, J. Pablo Muñoz, Yuichi Taguchi, Jizhong Xiao
2016 — conf
Guided Text Spotting for Assistive Blind Navigation in Unfamiliar Indoor Environments.
ISVC (2)
Xuejian Rong, Bing Li, J. Pablo Muñoz, Jizhong Xiao, Aries Arditi, Yingli Tian
2016 — conf
ISANA: Wearable Context-Aware Indoor Assistive Navigation with Obstacle Avoidance for the Blind.
ECCV Workshops (2)
Bing Li, J. Pablo Muñoz, Xuejian Rong, Jizhong Xiao, Yingli Tian, Aries Arditi