Cover Image

PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Prottasha, Nusrat Jahan, Chowdhury, Upama Roy, Mohanto, Shetu, Nuzhat, Tasfia, Sami, Abdullah As, Ali, Md Shamol, Sobuj, Md Shohanur Islam, Raman, Hafijur, Kowsher, Md, Garibay, Ozlem Ozmen
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting
by: Kowsher, Md, et al.
Published: (2024)

Parameter-Efficient Fine-Tuning of Large Language Models using Semantic Knowledge Tuning
by: Prottasha, Nusrat Jahan, et al.
Published: (2024)

L-TUNING: Synchronized Label Tuning for Prompt and Prefix in LLMs
by: Kowsher, Md., et al.
Published: (2023)

FlowNIB: An Information Bottleneck Analysis of Bidirectional vs. Unidirectional Language Models
by: Kowsher, Md, et al.
Published: (2025)

User Profile with Large Language Models: Construction, Updating, and Benchmarking
by: Prottasha, Nusrat Jahan, et al.
Published: (2025)

Monkey Jump : MoE-Style PEFT for Efficient Multi-Task Learning
by: Prottasha, Nusrat Jahan, et al.
Published: (2026)

Does Self-Attention Need Separate Weights in Transformers?
by: Kowsher, Md, et al.
Published: (2024)

Propulsion: Steering LLM with Tiny Fine-Tuning
by: Kowsher, Md, et al.
Published: (2024)

LiME: Lightweight Mixture of Experts for Efficient Multimodal Multi-task Learning
by: Kowsher, Md, et al.
Published: (2026)

Predicting Through Generation: Why Generation Is Better for Prediction
by: Kowsher, Md, et al.
Published: (2025)

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting
by: Basher, Mohammad Jahid Ibna, et al.
Published: (2025)

Leveraging Pre-trained CNNs for Efficient Feature Extraction in Rice Leaf Disease Classification
by: Sobuj, Md. Shohanur Islam, et al.
Published: (2024)

Token Trails: Navigating Contextual Depths in Conversational AI with ChatLLM
by: Kowsher, Md., et al.
Published: (2024)

Explainable Detection of Implicit Influential Patterns in Conversations via Data Augmentation
by: Abdidizaji, Sina, et al.
Published: (2025)

MedGemma vs GPT-4: Open-Source and Proprietary Zero-shot Medical Disease Classification from Images
by: Prottasha, Md. Sazzadul Islam, et al.
Published: (2025)

A Domain-Adapted Lightweight Ensemble for Resource-Efficient Few-Shot Plant Disease Classification
by: Islam, Anika, et al.
Published: (2025)

A Benchmark Study of Segmentation Models and Adaptation Strategies for Landslide Detection from Satellite Imagery
by: Kowsher, Md, et al.
Published: (2026)

A Critical Analysis on Machine Learning Techniques for Video-based Human Activity Recognition of Surveillance Systems: A Review
by: Jahan, Shahriar, et al.
Published: (2024)

Changes by Butterflies: Farsighted Forecasting with Group Reservoir Transformer
by: Kowsher, Md, et al.
Published: (2024)

VisText-Mosquito: A Unified Multimodal Dataset for Visual Detection, Segmentation, and Textual Explanation on Mosquito Breeding Sites
by: Islam, Md. Adnanul, et al.
Published: (2025)

Enhancing Bangla Language Next Word Prediction and Sentence Completion through Extended RNN with Bi-LSTM Model On N-gram Language
by: Islam, Md Robiul, et al.
Published: (2024)

Decision-Aware Trust Signal Alignment for SOC Alert Triage
by: Chowdhury, Israt Jahan, et al.
Published: (2026)

From Scarcity to Capability: Empowering Fake News Detection in Low-Resource Languages with LLMs
by: Shibu, Hrithik Majumdar, et al.
Published: (2025)

Breast Cancer Prediction: A Fusion of Genetic Algorithm, Chemical Reaction Optimization, and Machine Learning Techniques
by: Md. Rafiqul Islam, et al.
Published: (2024)

State and politics in the transitional era of globalization: Twisting and turning toward authoritarian and hybrid regimes
by: Hafijur Rahman, et al.
Published: (2024)

Contradiction to Consensus: Dual Perspective, Multi Source Retrieval Based Claim Verification with Source Level Disagreement using LLM
by: Biswas, Md Badsha, et al.
Published: (2026)

Exploring Multiview UI Layouts and Placement Strategies for Collaborative Sensemaking in Virtual Reality
by: Hossain, Tamzid, et al.
Published: (2025)

UAVs and Birds: Enhancing Short-Range Navigation through Budgerigar Flight Studies
by: Rahman, Md. Mahmudur, et al.
Published: (2023)

Application of Multimodal Large Language Models in Autonomous Driving
by: Islam, Md Robiul
Published: (2024)

A Temporal Psycholinguistics Approach to Identity Resolution of Social Media Users
by: Islam, Md Touhidul
Published: (2024)

LuxVeri at GenAI Detection Task 3: Cross-Domain Detection of AI-Generated Text Using Inverse Perplexity-Weighted Ensemble of Fine-Tuned Transformer Models
by: Mobin, Md Kamrujjaman, et al.
Published: (2025)

LuxVeri at GenAI Detection Task 1: Inverse Perplexity Weighted Ensemble for Robust Detection of AI-Generated Text across English and Multilingual Contexts
by: Mobin, Md Kamrujjaman, et al.
Published: (2025)

Ready to Translate, Not to Represent? Bias and Performance Gaps in Multilingual LLMs Across Language Families and Domains
by: Sayeedi, Md. Faiyaz Abdullah, et al.
Published: (2025)

MIC: Medical Image Classification Using Chest X-ray (COVID-19 and Pneumonia) Dataset with the Help of CNN and Customized CNN
by: Fahad, Nafiz, et al.
Published: (2024)

Prompting Large Language Models to Detect Dementia Family Caregivers
by: Biswas, Md Badsha, et al.
Published: (2025)

BanglaMM-Disaster: A Multimodal Transformer-Based Deep Learning Framework for Multiclass Disaster Classification in Bangla
by: Islam, Ariful, et al.
Published: (2025)

Integrating One Health Into Health Systems: A Systematic Review and Narrative Synthesis of Implementation Challenges, Opportunities and Strategic Directions
by: Md. Shahidul Islam, et al.
Published: (2026)

The Illusion of Friendship: Why Generative AI Demands Unprecedented Ethical Vigilance
by: Islam, Md Zahidul
Published: (2026)

HeBA: Heterogeneous Bottleneck Adapters for Robust Vision-Language Models
by: Islam, Md Jahidul
Published: (2026)

Vision-Based Lane Following and Traffic Sign Recognition for Resource-Constrained Autonomous Vehicles
by: Islam, Md Tanjemul, et al.
Published: (2026)