alenai97 / PEFT-MLLMLinks
Official Code and data for ACL 2024 finding, "An Empirical Study on Parameter-Efficient Fine-Tuning for MultiModal Large Language Models"
☆22Updated 10 months ago
Alternatives and similar repositories for PEFT-MLLM
Users that are interested in PEFT-MLLM are comparing it to the libraries listed below
Sorting:
- MoCLE (First MLLM with MoE for instruction customization and generalization!) (https://arxiv.org/abs/2312.12379)☆43Updated 2 months ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆76Updated 9 months ago
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆80Updated 10 months ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆103Updated last week
- ☆54Updated last month
- ECSO (Make MLLM safe without neither training nor any external models!) (https://arxiv.org/abs/2403.09572)☆30Updated 10 months ago
- The reinforcement learning codes for dataset SPA-VL☆36Updated last year
- The First to Know: How Token Distributions Reveal Hidden Knowledge in Large Vision-Language Models?☆35Updated 10 months ago
- [ICML 2024 Oral] Official code repository for MLLM-as-a-Judge.☆84Updated 7 months ago
- ☆49Updated 9 months ago
- More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models☆53Updated 3 months ago
- A library of visualization tools for the interpretability and hallucination analysis of large vision-language models (LVLMs).☆39Updated 3 months ago
- NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation☆88Updated last month
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆25Updated 2 months ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆48Updated last year
- [ACL 2024] Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models. Detect and mitigate object hallucinatio…☆24Updated 7 months ago
- Multimodal Instruction Tuning with Conditional Mixture of LoRA (ACL 2024)☆32Updated last year
- ☆35Updated 11 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆55Updated 10 months ago
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆20Updated 4 months ago
- code for ACL24 "MELoRA: Mini-Ensemble Low-Rank Adapter for Parameter-Efficient Fine-Tuning"☆32Updated 7 months ago
- A Task of Fictitious Unlearning for VLMs☆22Updated 5 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆97Updated 9 months ago
- Less is More: High-value Data Selection for Visual Instruction Tuning☆15Updated 8 months ago
- An implementation for MLLM oversensitivity evaluation☆14Updated 10 months ago
- [ECCV 2024] Official PyTorch Implementation of "How Many Unicorns Are in This Image? A Safety Evaluation Benchmark for Vision LLMs"☆83Updated last year
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆150Updated last week
- ☆25Updated 2 months ago
- ☆38Updated 3 months ago
- This repository contains the code for SFT, RLHF, and DPO, designed for vision-based LLMs, including the LLaVA models and the LLaMA-3.2-vi…☆114Updated 3 months ago