Controlling Multimodal LLMs via Reward-guided Decoding
Fuente:
arXiv
Saved in:
| Main Authors: | Mañas, Oscar, D'Oro, Pierluca, Sinha, Koustuv, Romero-Soriano, Adriana, Drozdzal, Michal, Agrawal, Aishwarya |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Improving Text-to-Image Consistency via Automatic Prompt Optimization
by: Mañas, Oscar, et al.
Published: (2024)
by: Mañas, Oscar, et al.
Published: (2024)
Multi-Modal Language Models as Text-to-Image Model Evaluators
by: Chen, Jiahui, et al.
Published: (2025)
by: Chen, Jiahui, et al.
Published: (2025)
Controlling Large Language Model Agents with Entropic Activation Steering
by: Rahn, Nate, et al.
Published: (2024)
by: Rahn, Nate, et al.
Published: (2024)
Improving Automatic VQA Evaluation Using Large Language Models
by: Mañas, Oscar, et al.
Published: (2023)
by: Mañas, Oscar, et al.
Published: (2023)
The Intricate Dance of Prompt Complexity, Quality, Diversity, and Consistency in T2I Models
by: Xiaofeng, Zhang, et al.
Published: (2025)
by: Xiaofeng, Zhang, et al.
Published: (2025)
Feedback-guided Data Synthesis for Imbalanced Classification
by: Hemmat, Reyhane Askari, et al.
Published: (2023)
by: Hemmat, Reyhane Askari, et al.
Published: (2023)
PGT: Procedurally Generated Tasks for improving visual grounding in MLLMs
by: Assouel, Rim, et al.
Published: (2026)
by: Assouel, Rim, et al.
Published: (2026)
Decompose and Compare Consistency: Measuring VLMs' Answer Reliability via Task-Decomposition Consistency Comparison
by: Yang, Qian, et al.
Published: (2024)
by: Yang, Qian, et al.
Published: (2024)
Consistency-diversity-realism Pareto fronts of conditional image generative models
by: Astolfi, Pietro, et al.
Published: (2024)
by: Astolfi, Pietro, et al.
Published: (2024)
Investigating Prompting Techniques for Zero- and Few-Shot Visual Question Answering
by: Awal, Rabiul, et al.
Published: (2023)
by: Awal, Rabiul, et al.
Published: (2023)
Object-centric Binding in Contrastive Language-Image Pretraining
by: Assouel, Rim, et al.
Published: (2025)
by: Assouel, Rim, et al.
Published: (2025)
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic Diversity
by: Hall, Melissa, et al.
Published: (2023)
by: Hall, Melissa, et al.
Published: (2023)
An Examination of the Robustness of Reference-Free Image Captioning Evaluation Metrics
by: Ahmadi, Saba, et al.
Published: (2023)
by: Ahmadi, Saba, et al.
Published: (2023)
Towards Geographic Inclusion in the Evaluation of Text-to-Image Models
by: Hall, Melissa, et al.
Published: (2024)
by: Hall, Melissa, et al.
Published: (2024)
Entropy Rectifying Guidance for Diffusion and Flow Models
by: Ifriqi, Tariq Berrada, et al.
Published: (2025)
by: Ifriqi, Tariq Berrada, et al.
Published: (2025)
Multimodal LLMs as Customized Reward Models for Text-to-Image Generation
by: Zhou, Shijie, et al.
Published: (2025)
by: Zhou, Shijie, et al.
Published: (2025)
Improving the Physics of Video Generation with VJEPA-2 Reward Signal
by: Yuan, Jianhao, et al.
Published: (2025)
by: Yuan, Jianhao, et al.
Published: (2025)
VisMin: Visual Minimal-Change Understanding
by: Awal, Rabiul, et al.
Published: (2024)
by: Awal, Rabiul, et al.
Published: (2024)
SpatialThinker: Reinforcing 3D Reasoning in Multimodal LLMs via Spatial Rewards
by: Batra, Hunar, et al.
Published: (2025)
by: Batra, Hunar, et al.
Published: (2025)
Decoder-Only LLMs are Better Controllers for Diffusion Models
by: Dong, Ziyi, et al.
Published: (2025)
by: Dong, Ziyi, et al.
Published: (2025)
ADEPTS: A Capability Framework for Human-Centered Agent Design
by: D'Oro, Pierluca, et al.
Published: (2025)
by: D'Oro, Pierluca, et al.
Published: (2025)
DeltaRubric: Generative Multimodal Reward Modeling via Joint Planning and Verification
by: Liu, Rui, et al.
Published: (2026)
by: Liu, Rui, et al.
Published: (2026)
TECCI: Tricky Edits of Collected and Curated Images
by: Agrawal, Aishwarya, et al.
Published: (2026)
by: Agrawal, Aishwarya, et al.
Published: (2026)
Improving Geo-diversity of Generated Images with Contextualized Vendi Score Guidance
by: Hemmat, Reyhane Askari, et al.
Published: (2024)
by: Hemmat, Reyhane Askari, et al.
Published: (2024)
$\mathcal{V}isi\mathcal{P}runer$: Decoding Discontinuous Cross-Modal Dynamics for Efficient Multimodal LLMs
by: Fan, Yingqi, et al.
Published: (2025)
by: Fan, Yingqi, et al.
Published: (2025)
Multimodal RewardBench 2: Evaluating Omni Reward Models for Interleaved Text and Image
by: Hu, Yushi, et al.
Published: (2025)
by: Hu, Yushi, et al.
Published: (2025)
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning
by: Zhang, Yi-Fan, et al.
Published: (2025)
by: Zhang, Yi-Fan, et al.
Published: (2025)
Learning What Matters: Prioritized Concept Learning via Relative Error-driven Sample Selection
by: Chandhok, Shivam, et al.
Published: (2025)
by: Chandhok, Shivam, et al.
Published: (2025)
Increasing the Utility of Synthetic Images through Chamfer Guidance
by: Dall'Asen, Nicola, et al.
Published: (2025)
by: Dall'Asen, Nicola, et al.
Published: (2025)
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
by: Wang, Weiyun, et al.
Published: (2025)
by: Wang, Weiyun, et al.
Published: (2025)
SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning
by: Huang, Haoyu, et al.
Published: (2026)
by: Huang, Haoyu, et al.
Published: (2026)
Memory-Augmented Multimodal LLMs for Surgical VQA via Self-Contained Inquiry
by: Hou, Wenjun, et al.
Published: (2024)
by: Hou, Wenjun, et al.
Published: (2024)
Boosting Latent Diffusion with Perceptual Objectives
by: Berrada, Tariq, et al.
Published: (2024)
by: Berrada, Tariq, et al.
Published: (2024)
How Multimodal LLMs Solve Image Tasks: A Lens on Visual Grounding, Task Reasoning, and Answer Decoding
by: Yu, Zhuoran, et al.
Published: (2025)
by: Yu, Zhuoran, et al.
Published: (2025)
UMBRAE: Unified Multimodal Brain Decoding
by: Xia, Weihao, et al.
Published: (2024)
by: Xia, Weihao, et al.
Published: (2024)
Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models
by: Ding, Meidan, et al.
Published: (2025)
by: Ding, Meidan, et al.
Published: (2025)
Mixed-R1: Unified Reward Perspective For Reasoning Capability in Multimodal Large Language Models
by: Xu, Shilin, et al.
Published: (2025)
by: Xu, Shilin, et al.
Published: (2025)
Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs
by: Luo, Jinqi, et al.
Published: (2026)
by: Luo, Jinqi, et al.
Published: (2026)
SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning
by: Ji, Yicheng, et al.
Published: (2025)
by: Ji, Yicheng, et al.
Published: (2025)
PersonaVLM: Long-Term Personalized Multimodal LLMs
by: Nie, Chang, et al.
Published: (2026)
by: Nie, Chang, et al.
Published: (2026)
Similar Items
-
Improving Text-to-Image Consistency via Automatic Prompt Optimization
by: Mañas, Oscar, et al.
Published: (2024) -
Multi-Modal Language Models as Text-to-Image Model Evaluators
by: Chen, Jiahui, et al.
Published: (2025) -
Controlling Large Language Model Agents with Entropic Activation Steering
by: Rahn, Nate, et al.
Published: (2024) -
Improving Automatic VQA Evaluation Using Large Language Models
by: Mañas, Oscar, et al.
Published: (2023) -
The Intricate Dance of Prompt Complexity, Quality, Diversity, and Consistency in T2I Models
by: Xiaofeng, Zhang, et al.
Published: (2025)