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AHA: A Vision-Language-Model for Detecting and Reasoning Over Failures in Robotic Manipulation
|
MLLM,3D,RL
|
https://openreview.net/forum?id=JVkdSi7Ekg
|
JVkdSi7Ekg
|
poster
|
Open-Vocabulary Customization from CLIP via Data-Free Knowledge Distillation
|
MLLM
|
https://openreview.net/forum?id=1aF2D2CPHi
|
1aF2D2CPHi
|
oral
|
Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents
|
MLLM
|
https://openreview.net/forum?id=kxnoqaisCT
|
kxnoqaisCT
|
oral
|
Do Vision-Language Models Represent Space and How? Evaluating Spatial Frame of Reference under Ambiguities
|
MLLM
|
https://openreview.net/forum?id=84pDoCD4lH
|
84pDoCD4lH
|
oral
|
PhysBench: Benchmarking and Enhancing Vision-Language Models for Physical World Understanding
|
MLLM
|
https://openreview.net/forum?id=Q6a9W6kzv5
|
Q6a9W6kzv5
|
oral
|
Two Effects, One Trigger: On the Modality Gap, Object Bias, and Information Imbalance in Contrastive Vision-Language Models
|
MLLM
|
https://openreview.net/forum?id=uAFHCZRmXk
|
uAFHCZRmXk
|
oral
|
MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models
|
MLLM
|
https://openreview.net/forum?id=HnhNRrLPwm
|
HnhNRrLPwm
|
oral
|
Compositional Entailment Learning for Hyperbolic Vision-Language Models
|
MLLM
|
https://openreview.net/forum?id=3i13Gev2hV
|
3i13Gev2hV
|
oral
|
PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration
|
MLLM
|
https://openreview.net/forum?id=rFpZnn11gj
|
rFpZnn11gj
|
oral
|
Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language Bootstrapping
|
MLLM
|
https://openreview.net/forum?id=X1OfiRYCLn
|
X1OfiRYCLn
|
oral
|
LARP: Tokenizing Videos with a Learned Autoregressive Generative Prior
|
MLLM
|
https://openreview.net/forum?id=Wr3UuEx72f
|
Wr3UuEx72f
|
oral
|
ChartMoE: Mixture of Diversely Aligned Expert Connector for Chart Understanding
|
MLLM
|
https://openreview.net/forum?id=o5TsWTUSeF
|
o5TsWTUSeF
|
oral
|
MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark
|
MLLM
|
https://openreview.net/forum?id=TeVAZXr3yv
|
TeVAZXr3yv
|
spotlight
|
OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text
|
MLLM
|
https://openreview.net/forum?id=kwqhn2VuG4
|
kwqhn2VuG4
|
spotlight
|
Interleaved Scene Graphs for Interleaved Text-and-Image Generation Assessment
|
MLLM
|
https://openreview.net/forum?id=rDLgnYLM5b
|
rDLgnYLM5b
|
spotlight
|
VisualPredicator: Learning Abstract World Models with Neuro-Symbolic Predicates for Robot Planning
|
MLLM
|
https://openreview.net/forum?id=QOfswj7hij
|
QOfswj7hij
|
spotlight
|
SPA-BENCH: A COMPREHENSIVE BENCHMARK FOR SMARTPHONE AGENT EVALUATION
|
MLLM
|
https://openreview.net/forum?id=OZbFRNhpwr
|
OZbFRNhpwr
|
spotlight
|
VLMaterial: Procedural Material Generation with Large Vision-Language Models
|
MLLM
|
https://openreview.net/forum?id=wHebuIb6IH
|
wHebuIb6IH
|
spotlight
|
Eagle: Exploring The Design Space for Multimodal LLMs with Mixture of Encoders
|
MLLM
|
https://openreview.net/forum?id=Y2RW9EVwhT
|
Y2RW9EVwhT
|
spotlight
|
Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models
|
MLLM
|
https://openreview.net/forum?id=9WYMDgxDac
|
9WYMDgxDac
|
spotlight
|
PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training
|
MLLM
|
https://openreview.net/forum?id=j4LITBSUjs
|
j4LITBSUjs
|
spotlight
|
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models
|
MLLM
|
https://openreview.net/forum?id=cqsw28DuMW
|
cqsw28DuMW
|
spotlight
|
Reducing Hallucinations in Large Vision-Language Models via Latent Space Steering
|
MLLM
|
https://openreview.net/forum?id=LBl7Hez0fF
|
LBl7Hez0fF
|
spotlight
|
Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage
|
MLLM
|
https://openreview.net/forum?id=0bmGL4q7vJ
|
0bmGL4q7vJ
|
spotlight
|
OS-ATLAS: Foundation Action Model for Generalist GUI Agents
|
MLLM
|
https://openreview.net/forum?id=n9PDaFNi8t
|
n9PDaFNi8t
|
spotlight
|
DEEM: Diffusion models serve as the eyes of large language models for image perception
|
MLLM
|
https://openreview.net/forum?id=qtWjSboqfe
|
qtWjSboqfe
|
spotlight
|
Lightweight Neural App Control
|
MLLM
|
https://openreview.net/forum?id=BL4WBIfyrz
|
BL4WBIfyrz
|
spotlight
|
Vision Language Models are In-Context Value Learners
|
MLLM
|
https://openreview.net/forum?id=friHAl5ofG
|
friHAl5ofG
|
spotlight
|
SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding
|
MLLM
|
https://openreview.net/forum?id=Hz4BYVY8YM
|
Hz4BYVY8YM
|
spotlight
|
Large-scale and Fine-grained Vision-language Pre-training for Enhanced CT Image Understanding
|
MLLM
|
https://openreview.net/forum?id=nYpPAT4L3D
|
nYpPAT4L3D
|
spotlight
|
LLaVA-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models
|
MLLM
|
https://openreview.net/forum?id=oSQiao9GqB
|
oSQiao9GqB
|
spotlight
|
Century: A Framework and Dataset for Evaluating Historical Contextualisation of Sensitive Images
|
MLLM
|
https://openreview.net/forum?id=1KLBvrYz3V
|
1KLBvrYz3V
|
spotlight
|
AgentTrek: Agent Trajectory Synthesis via Guiding Replay with Web Tutorials
|
MLLM
|
https://openreview.net/forum?id=EEgYUccwsV
|
EEgYUccwsV
|
spotlight
|
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling
|
MLLM
|
https://openreview.net/forum?id=dOAkHmsjRX
|
dOAkHmsjRX
|
spotlight
|
MEGA-Bench: Scaling Multimodal Evaluation to over 500 Real-World Tasks
|
MLLM
|
https://openreview.net/forum?id=2rWbKbmOuM
|
2rWbKbmOuM
|
poster
|
Aligned Better, Listen Better for Audio-Visual Large Language Models
|
MLLM
|
https://openreview.net/forum?id=1SYUKPeM12
|
1SYUKPeM12
|
poster
|
Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation
|
MLLM
|
https://openreview.net/forum?id=R4h5PXzUuU
|
R4h5PXzUuU
|
poster
|
Do You Keep an Eye on What I Ask? Mitigating Multimodal Hallucination via Attention-Guided Ensemble Decoding
|
MLLM
|
https://openreview.net/forum?id=ziw5bzg2NO
|
ziw5bzg2NO
|
poster
|
A Spark of Vision-Language Intelligence: 2-Dimensional Autoregressive Transformer for Efficient Finegrained Image Generation
|
MLLM
|
https://openreview.net/forum?id=wryFCrWB0A
| null |
poster
|
GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding
|
MLLM
|
https://openreview.net/forum?id=QarKTT5brZ
|
QarKTT5brZ
|
poster
|
ADAM: An Embodied Causal Agent in Open-World Environments
|
MLLM
|
https://openreview.net/forum?id=Ouu3HnIVBc
|
Ouu3HnIVBc
|
poster
|
Teaching Human Behavior Improves Content Understanding Abilities Of VLMs
|
MLLM
|
https://openreview.net/forum?id=ff2V3UR9sC
|
ff2V3UR9sC
|
poster
|
CogCoM: A Visual Language Model with Chain-of-Manipulations Reasoning
|
MLLM
|
https://openreview.net/forum?id=Fg0eo2AkST
|
Fg0eo2AkST
|
poster
|
DAMO: Decoding by Accumulating Activations Momentum for Mitigating Hallucinations in Vision-Language Models
|
MLLM
|
https://openreview.net/forum?id=JUr0YOMvZA
|
JUr0YOMvZA
|
poster
|
Mitigating Object Hallucination in MLLMs via Data-augmented Phrase-level Alignment
|
MLLM
|
https://openreview.net/forum?id=yG1fW8igzP
|
yG1fW8igzP
|
poster
|
3D-SPATIAL MULTIMODAL MEMORY
|
MLLM
|
https://openreview.net/forum?id=XYdstv3ySl
| null |
poster
|
Semantic Temporal Abstraction via Vision-Language Model Guidance for Efficient Reinforcement Learning
|
MLLM
|
https://openreview.net/forum?id=zY37C8d6bS
|
zY37C8d6bS
|
poster
|
Bridging the Semantic Gap Between Text and Table: A Case Study on NL2SQL
|
MLLM
|
https://openreview.net/forum?id=qmsX2R19p9
|
qmsX2R19p9
|
poster
|
Is Your Video Language Model a Reliable Judge?
|
MLLM
|
https://openreview.net/forum?id=m8yby1JfbU
|
m8yby1JfbU
|
poster
|
CertainlyUncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness
|
MLLM
|
https://openreview.net/forum?id=cQ25MQQSNI
|
cQ25MQQSNI
|
poster
|
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token
|
MLLM
|
https://openreview.net/forum?id=UQJ7CDW8nb
|
UQJ7CDW8nb
|
poster
|
Multi-Reward as Condition for Instruction-based Image Editing
|
MLLM
|
https://openreview.net/forum?id=9RFocgIccP
|
9RFocgIccP
|
poster
|
MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs
|
MLLM
|
https://openreview.net/forum?id=7EhS3YBxjY
|
7EhS3YBxjY
|
poster
|
VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents
|
MLLM
|
https://openreview.net/forum?id=zG459X3Xge
|
zG459X3Xge
|
poster
|
Weighted Multi-Prompt Learning with Description-free Large Language Model Distillation
|
MLLM
|
https://openreview.net/forum?id=NDLmZZWATc
|
NDLmZZWATc
|
poster
|
Understanding and Mitigating Hallucination in Large Vision-Language Models via Modular Attribution and Intervention
|
MLLM
|
https://openreview.net/forum?id=Bjq4W7P2Us
|
Bjq4W7P2Us
|
poster
|
G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model
|
MLLM
|
https://openreview.net/forum?id=px1674Wp3C
|
px1674Wp3C
|
poster
|
Inference Optimal VLMs Need Fewer Visual Tokens and More Parameters
|
MLLM
|
https://openreview.net/forum?id=6VhDQP7WGX
|
6VhDQP7WGX
|
poster
|
ExACT: Teaching AI Agents to Explore with Reflective-MCTS and Exploratory Learning
|
MLLM
|
https://openreview.net/forum?id=GBIUbwW9D8
|
GBIUbwW9D8
|
poster
|
Tracking the Copyright of Large Vision-Language Models through Parameter Learning Adversarial Images
|
MLLM
|
https://openreview.net/forum?id=K7xpl3LZQp
|
K7xpl3LZQp
|
poster
|
Mixture of Experts Made Personalized: Federated Prompt Learning for Vision-Language Models
|
MLLM
|
https://openreview.net/forum?id=xiDJaTim3P
|
xiDJaTim3P
|
poster
|
MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?
|
MLLM
|
https://openreview.net/forum?id=k5VHHgsRbi
|
k5VHHgsRbi
|
poster
|
Re-Aligning Language to Visual Objects with an Agentic Workflow
|
MLLM
|
https://openreview.net/forum?id=MPJ4SMnScw
|
MPJ4SMnScw
|
poster
|
TeaserGen: Generating Teasers for Long Documentaries
|
MLLM
|
https://openreview.net/forum?id=G1n50BMqzm
|
G1n50BMqzm
|
poster
|
TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types
|
MLLM
|
https://openreview.net/forum?id=JXgnnUC0PH
|
JXgnnUC0PH
|
poster
|
MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
|
MLLM
|
https://openreview.net/forum?id=MnJzJ2gvuf
|
MnJzJ2gvuf
|
poster
|
Benchmarking Vision Language Model Unlearning via Fictitious Facial Identity Dataset
|
MLLM
|
https://openreview.net/forum?id=0y3hGn1wOk
|
0y3hGn1wOk
|
poster
|
Dobi-SVD: Differentiable SVD for LLM Compression and Some New Perspectives
|
MLLM
|
https://openreview.net/forum?id=kws76i5XB8
|
kws76i5XB8
|
poster
|
Text4Seg: Reimagining Image Segmentation as Text Generation
|
MLLM
|
https://openreview.net/forum?id=vkakKdznFS
|
vkakKdznFS
|
poster
|
Attribute-based Visual Reprogramming for Vision-Language Models
|
MLLM
|
https://openreview.net/forum?id=j964C6y92q
|
j964C6y92q
|
poster
|
Streaming Video Question-Answering with In-context Video KV-Cache Retrieval
|
MLLM
|
https://openreview.net/forum?id=8g9fs6mdEG
|
8g9fs6mdEG
|
poster
|
MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models
|
MLLM
|
https://openreview.net/forum?id=WsgEWL8i0K
|
WsgEWL8i0K
|
poster
|
Cyclic Contrastive Knowledge Transfer for Open-Vocabulary Object Detection
|
MLLM
|
https://openreview.net/forum?id=JU9oHs7ivN
|
JU9oHs7ivN
|
poster
|
Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution
|
MLLM
|
https://openreview.net/forum?id=ODiY6pbHZQ
|
ODiY6pbHZQ
|
poster
|
MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine
|
MLLM
|
https://openreview.net/forum?id=IwgmgidYPS
|
IwgmgidYPS
|
poster
|
TLDR: Token-Level Detective Reward Model for Large Vision Language Models
|
MLLM
|
https://openreview.net/forum?id=Zy2XgaGpDw
|
Zy2XgaGpDw
|
poster
|
Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
|
MLLM
|
https://openreview.net/forum?id=E2PFv7ad3p
|
E2PFv7ad3p
|
poster
|
What Makes a Maze Look Like a Maze?
|
MLLM
|
https://openreview.net/forum?id=Iz75SDbRmm
|
Iz75SDbRmm
|
poster
|
Measuring And Improving Engagement of Text-to-Image Generation Models
|
MLLM
|
https://openreview.net/forum?id=TmCcNuo03f
|
TmCcNuo03f
|
poster
|
ClawMachine: Learning to Fetch Visual Tokens for Referential Comprehension
|
MLLM
|
https://openreview.net/forum?id=TOtk9dTYGG
|
TOtk9dTYGG
|
poster
|
MLLM as Retriever: Interactively Learning Multimodal Retrieval for Embodied Agents
|
MLLM
|
https://openreview.net/forum?id=K5yeB4dTtS
|
K5yeB4dTtS
|
poster
|
Learnable Expansion of Graph Operators for Multi-Modal Feature Fusion
|
MLLM
|
https://openreview.net/forum?id=SMZqIOSdlN
|
SMZqIOSdlN
|
poster
|
Bridging Compressed Image Latents and Multimodal Large Language Models
|
MLLM
|
https://openreview.net/forum?id=GSUNPIw7Ad
|
GSUNPIw7Ad
|
poster
|
How Does Vision-Language Adaptation Impact the Safety of Vision Language Models?
|
MLLM
|
https://openreview.net/forum?id=eXB5TCrAu9
|
eXB5TCrAu9
|
poster
|
VOILA: Evaluation of MLLMs For Perceptual Understanding and Analogical Reasoning
|
MLLM
|
https://openreview.net/forum?id=q5MUMlHxpd
|
q5MUMlHxpd
|
poster
|
Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages
|
MLLM
|
https://openreview.net/forum?id=a3g2l4yEys
|
a3g2l4yEys
|
poster
|
REMEDY: Recipe Merging Dynamics in Large Vision-Language Models
|
MLLM
|
https://openreview.net/forum?id=iX7eHHE5Tx
|
iX7eHHE5Tx
|
poster
|
Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality
|
MLLM
|
https://openreview.net/forum?id=AV7OXVlAyi
|
AV7OXVlAyi
|
poster
|
Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks
|
MLLM
|
https://openreview.net/forum?id=s7lzZpAW7T
|
s7lzZpAW7T
|
poster
|
Chain-of-region: Visual Language Models Need Details for Diagram Analysis
|
MLLM
|
https://openreview.net/forum?id=M6fYrICcQs
|
M6fYrICcQs
|
poster
|
Divergence-enhanced Knowledge-guided Context Optimization for Visual-Language Prompt Tuning
|
MLLM
|
https://openreview.net/forum?id=6wOmHdwCC4
|
6wOmHdwCC4
|
poster
|
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning
|
MLLM
|
https://openreview.net/forum?id=HVtu26XDAA
|
HVtu26XDAA
|
poster
|
SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations
|
MLLM
|
https://openreview.net/forum?id=xjKz6IxgCX
|
xjKz6IxgCX
|
poster
|
Language-Image Models with 3D Understanding
|
MLLM
|
https://openreview.net/forum?id=yaQbTAD2JJ
|
yaQbTAD2JJ
|
poster
|
Natural Language Inference Improves Compositionality in Vision-Language Models
|
MLLM
|
https://openreview.net/forum?id=G3aXjVAJjU
|
G3aXjVAJjU
|
poster
|
A Simple Framework for Open-Vocabulary Zero-Shot Segmentation
|
MLLM
|
https://openreview.net/forum?id=QzPKSUUcud
| null |
poster
|
DPLM-2: A Multimodal Diffusion Protein Language Model
|
MLLM
|
https://openreview.net/forum?id=5z9GjHgerY
|
5z9GjHgerY
|
poster
|
Exploring the Design Space of Visual Context Representation in Video MLLMs
|
MLLM
|
https://openreview.net/forum?id=UN6Ik6OCx8
|
UN6Ik6OCx8
|
poster
|
Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification
|
MLLM
|
https://openreview.net/forum?id=hzVpZDrW73
|
hzVpZDrW73
|
poster
|
Aligning Visual Contrastive learning models via Preference Optimization
|
MLLM
|
https://openreview.net/forum?id=wgRQ2WAORJ
|
wgRQ2WAORJ
|
poster
|
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