title stringlengths 21 145 | category stringclasses 4
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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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