DeCAF: Decentralized Consensus-And-Factorization for Low-Rank Adaptation of Foundation Models
Fuente:
arXiv
Saved in:
| Main Authors: | Saadati, Nastaran, Jiang, Zhanhong, Waite, Joshua R., Ganguly, Shreyan, Balu, Aditya, Hegde, Chinmay, Sarkar, Soumik |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
DIMAT: Decentralized Iterative Merging-And-Training for Deep Learning Models
by: Saadati, Nastaran, et al.
Published: (2024)
by: Saadati, Nastaran, et al.
Published: (2024)
ADKO: Agentic Decentralized Knowledge Optimization
by: Rillo, Lucas Nerone, et al.
Published: (2026)
by: Rillo, Lucas Nerone, et al.
Published: (2026)
Decentralized Relaxed Smooth Optimization with Gradient Descent Methods
by: Jiang, Zhanhong, et al.
Published: (2025)
by: Jiang, Zhanhong, et al.
Published: (2025)
Balancing Utility and Privacy: Dynamically Private SGD with Random Projection
by: Jiang, Zhanhong, et al.
Published: (2025)
by: Jiang, Zhanhong, et al.
Published: (2025)
Bidirectional Linear Recurrent Models for Sequence-Level Multisource Fusion
by: Liu, Qisai, et al.
Published: (2025)
by: Liu, Qisai, et al.
Published: (2025)
RLS3: RL-Based Synthetic Sample Selection to Enhance Spatial Reasoning in Vision-Language Models for Indoor Autonomous Perception
by: Waite, Joshua R., et al.
Published: (2025)
by: Waite, Joshua R., et al.
Published: (2025)
COOPO: Cyclic Offline-Online Policy Optimization Algorithm
by: Liu, Qisai, et al.
Published: (2026)
by: Liu, Qisai, et al.
Published: (2026)
Lighting-aware Unified Model for Instance Segmentation
by: Liu, Qisai, et al.
Published: (2026)
by: Liu, Qisai, et al.
Published: (2026)
FUSE: First-Order and Second-Order Unified SynthEsis in Stochastic Optimization
by: Jiang, Zhanhong, et al.
Published: (2025)
by: Jiang, Zhanhong, et al.
Published: (2025)
STITCH: Surface reconstrucTion using Implicit neural representations with Topology Constraints and persistent Homology
by: Jignasu, Anushrut, et al.
Published: (2024)
by: Jignasu, Anushrut, et al.
Published: (2024)
TabQL: In-Context Q-Learning with Tabular Foundation Models
by: Liu, Qisai, et al.
Published: (2026)
by: Liu, Qisai, et al.
Published: (2026)
Geometry Matters: Benchmarking Scientific ML Approaches for Flow Prediction around Complex Geometries
by: Rabeh, Ali, et al.
Published: (2024)
by: Rabeh, Ali, et al.
Published: (2024)
In-Context Adaptation of VLMs for Few-Shot Cell Detection in Optical Microscopy
by: Ganguly, Shreyan, et al.
Published: (2025)
by: Ganguly, Shreyan, et al.
Published: (2025)
Enhancing PPO with Trajectory-Aware Hybrid Policies
by: Liu, Qisai, et al.
Published: (2025)
by: Liu, Qisai, et al.
Published: (2025)
FlowBench: A Large Scale Benchmark for Flow Simulation over Complex Geometries
by: Tali, Ronak, et al.
Published: (2024)
by: Tali, Ronak, et al.
Published: (2024)
Data-driven Kinematic Modeling in Soft Robots: System Identification and Uncertainty Quantification
by: Jiang, Zhanhong, et al.
Published: (2025)
by: Jiang, Zhanhong, et al.
Published: (2025)
Latent Safety-Constrained Policy Approach for Safe Offline Reinforcement Learning
by: Koirala, Prajwal, et al.
Published: (2024)
by: Koirala, Prajwal, et al.
Published: (2024)
FAWAC: Feasibility Informed Advantage Weighted Regression for Persistent Safety in Offline Reinforcement Learning
by: Koirala, Prajwal, et al.
Published: (2024)
by: Koirala, Prajwal, et al.
Published: (2024)
Modeling Nonstationary Time Series Using Locally Stationary Basis Processes
by: Shreyan Ganguly, et al.
Published: (2025)
by: Shreyan Ganguly, et al.
Published: (2025)
Leveraging Vision Language Models for Specialized Agricultural Tasks
by: Arshad, Muhammad Arbab, et al.
Published: (2024)
by: Arshad, Muhammad Arbab, et al.
Published: (2024)
3D Multiphase Heterogeneous Microstructure Generation Using Conditional Latent Diffusion Models
by: Baishnab, Nirmal, et al.
Published: (2025)
by: Baishnab, Nirmal, et al.
Published: (2025)
Neural CDEs as Correctors for Learned Time Series Models
by: Shahid, Muhammad Bilal, et al.
Published: (2025)
by: Shahid, Muhammad Bilal, et al.
Published: (2025)
Can Pretrained Vision-Language Embeddings Alone Guide Robot Navigation?
by: Subedi, Nitesh, et al.
Published: (2025)
by: Subedi, Nitesh, et al.
Published: (2025)
Optimizing Navigation And Chemical Application in Precision Agriculture With Deep Reinforcement Learning And Conditional Action Tree
by: Khosravi, Mahsa, et al.
Published: (2025)
by: Khosravi, Mahsa, et al.
Published: (2025)
Towards Large Reasoning Models for Agriculture
by: Zaremehrjerdi, Hossein, et al.
Published: (2025)
by: Zaremehrjerdi, Hossein, et al.
Published: (2025)
Zero‐shot insect detection via weak language supervision
by: Benjamin Feuer, et al.
Published: (2024)
by: Benjamin Feuer, et al.
Published: (2024)
Federated Low-Rank Adaptation for Foundation Models: A Survey
by: Yang, Yiyuan, et al.
Published: (2025)
by: Yang, Yiyuan, et al.
Published: (2025)
Batched Low-Rank Adaptation of Foundation Models
by: Wen, Yeming, et al.
Published: (2023)
by: Wen, Yeming, et al.
Published: (2023)
Asynchronous Training Schemes in Distributed Learning with Time Delay
by: Wang, Haoxiang, et al.
Published: (2022)
by: Wang, Haoxiang, et al.
Published: (2022)
LexiSafe: Offline Safe Reinforcement Learning with Lexicographic Safety-Reward Hierarchy
by: Yang, Hsin-Jung, et al.
Published: (2026)
by: Yang, Hsin-Jung, et al.
Published: (2026)
WeedNet: A Foundation Model-Based Global-to-Local AI Approach for Real-Time Weed Species Identification and Classification
by: Shen, Yanben, et al.
Published: (2025)
by: Shen, Yanben, et al.
Published: (2025)
From Simulation to Discovery: AI Enabled Probabilistic Emulation of Mechanistic Crop Systems
by: Saadati, Mojdeh, et al.
Published: (2026)
by: Saadati, Mojdeh, et al.
Published: (2026)
SC-NeRF: NeRF-based Point Cloud Reconstruction using a Stationary Camera for Agricultural Applications
by: Ku, Kibon, et al.
Published: (2025)
by: Ku, Kibon, et al.
Published: (2025)
WILDCHAT-50M: A Deep Dive Into the Role of Synthetic Data in Post-Training
by: Feuer, Benjamin, et al.
Published: (2025)
by: Feuer, Benjamin, et al.
Published: (2025)
Low-Rank Adaptation for Foundation Models: A Comprehensive Review
by: Yang, Menglin, et al.
Published: (2024)
by: Yang, Menglin, et al.
Published: (2024)
Towards Foundation Models for Consensus Rank Aggregation
by: Jin, Yijun, et al.
Published: (2026)
by: Jin, Yijun, et al.
Published: (2026)
Bayesian Low-Rank Factorization for Robust Model Adaptation
by: Ugan, Enes Yavuz, et al.
Published: (2025)
by: Ugan, Enes Yavuz, et al.
Published: (2025)
Class-specific Data Augmentation for Plant Stress Classification
by: Saleem, Nasla, et al.
Published: (2024)
by: Saleem, Nasla, et al.
Published: (2024)
Class‐specific data augmentation for plant stress classification
by: Nasla Saleem, et al.
Published: (2024)
by: Nasla Saleem, et al.
Published: (2024)
Vision-Language Models can Identify Distracted Driver Behavior from Naturalistic Videos
by: Hasan, Md Zahid, et al.
Published: (2023)
by: Hasan, Md Zahid, et al.
Published: (2023)
Similar Items
-
DIMAT: Decentralized Iterative Merging-And-Training for Deep Learning Models
by: Saadati, Nastaran, et al.
Published: (2024) -
ADKO: Agentic Decentralized Knowledge Optimization
by: Rillo, Lucas Nerone, et al.
Published: (2026) -
Decentralized Relaxed Smooth Optimization with Gradient Descent Methods
by: Jiang, Zhanhong, et al.
Published: (2025) -
Balancing Utility and Privacy: Dynamically Private SGD with Random Projection
by: Jiang, Zhanhong, et al.
Published: (2025) -
Bidirectional Linear Recurrent Models for Sequence-Level Multisource Fusion
by: Liu, Qisai, et al.
Published: (2025)