Split (1)

train · 1k rows

title stringlengths 21 145	category stringclasses 4 values	forum_url stringlengths 42 42	forum stringlengths 10 10 ⌀	decision stringclasses 4 values
On Exploring Visual Attention Shrinking for Accelerating VLMs for Video Understanding	MLLM	https://openreview.net/forum?id=oS79Tw3G0c	oS79Tw3G0c	reject
SafeAuto: Knowledge-Enhanced Safe Autonomous Driving with Multimodal Foundation Models	MLLM	https://openreview.net/forum?id=RDz3EPC3Lp	RDz3EPC3Lp	reject
VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use	MLLM	https://openreview.net/forum?id=zVagbJLgkP	zVagbJLgkP	reject
VISCON: Identifying and Benchmarking Vision Hallucination for Large Vision-Language Model	MLLM	https://openreview.net/forum?id=cjpTu0Op5t	cjpTu0Op5t	reject
Large Language Models Are Natural Video Popularity Predictors	MLLM	https://openreview.net/forum?id=iKsTtpzBtc	iKsTtpzBtc	reject
VideoAgent: Self-Improving Video Generation	MLLM	https://openreview.net/forum?id=JaRihIHbZm	JaRihIHbZm	reject
Why context matters in VQA & Reasoning: Semantic interventions for VLM input modalities	MLLM	https://openreview.net/forum?id=vbr1OKK19i	vbr1OKK19i	reject
Proposer-Agent-Evaluator (PAE): Autonomous Skill Discovery For Foundation Model Internet Agents	MLLM	https://openreview.net/forum?id=v2D1ASk5MT	v2D1ASk5MT	reject
Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation	MLLM	https://openreview.net/forum?id=jR6YMxVG9i	jR6YMxVG9i	reject
OC-CLIP : Object-centric binding in Contrastive Language-Image Pretraining	MLLM	https://openreview.net/forum?id=a84AD957m9	a84AD957m9	reject
Benchmark Dataset for Radiology Report Generation with Instructions and Contexts	MLLM	https://openreview.net/forum?id=i4pGIOlH8l	i4pGIOlH8l	reject
Toward Escaping Model Collapse: Aligning Generated Images as a New Modality	MLLM	https://openreview.net/forum?id=mNkPAY3kvk	mNkPAY3kvk	reject
Multi-aspect Knowledge Distillation with Large Language Model	MLLM	https://openreview.net/forum?id=0cBttXaOUK	0cBttXaOUK	reject
DiffTell: A Comprehensive Dataset for Image Difference Captioning	MLLM	https://openreview.net/forum?id=86uYj8DcfK	86uYj8DcfK	reject
E5-V: Universal Embeddings with Multimodal Large Language Models	MLLM	https://openreview.net/forum?id=rD6LQagatR	rD6LQagatR	reject
Dragonfly: Multi-Resolution Zoom-In Encoding Enhances Vision-Language Models	MLLM	https://openreview.net/forum?id=4FRUNLuY54	4FRUNLuY54	reject
TUBench: Benchmarking Large Vision-Language Models on Trustworthiness with Unanswerable Questions	MLLM	https://openreview.net/forum?id=UHHOAe1uIS	UHHOAe1uIS	reject
Recursive Cleaning for Large-scale Protein Data via Multimodal Learning	MLLM	https://openreview.net/forum?id=R7l5kMJTut	R7l5kMJTut	reject
S3E: Semantic Symbolic State Estimation With Vision-Language Foundation Models	MLLM	https://openreview.net/forum?id=gw4hYNFUIC	gw4hYNFUIC	reject
Finetuning CLIP to Reason about Pairwise Differences	MLLM	https://openreview.net/forum?id=UyBMzsFThf	UyBMzsFThf	reject
RadEyeVideo: Enhancing general-domain Large Vision Language Model for chest X-ray analysis with video representations of eye gaze	MLLM	https://openreview.net/forum?id=Wnu2c6pjs1	Wnu2c6pjs1	reject
UrbanWorld: An Urban World Model for 3D City Generation	MLLM	https://openreview.net/forum?id=4W1wTg7q9o	4W1wTg7q9o	reject
Rethinking Modality Alignment in Multi-Modal Large Language Models	MLLM	https://openreview.net/forum?id=RLhEGWt94S	RLhEGWt94S	reject
3DAxisPrompt: Promoting the 3D Grounding and Reasoning in GPT-4o	MLLM	https://openreview.net/forum?id=IXOoltTofP	null	reject
Relative Drawing Identification Complexity is Invariant to Modality in Vision-Language Models	MLLM	https://openreview.net/forum?id=ceUtIUfotv	ceUtIUfotv	reject
LLaCA: Multimodal Large Language Continual Assistant	MLLM	https://openreview.net/forum?id=G9qA1JZ0Sy	G9qA1JZ0Sy	reject
ADOPD-Instruct: A Large-Scale Multimodal Dataset for Document Editing	MLLM	https://openreview.net/forum?id=lBlHIQ1psv	lBlHIQ1psv	reject
Robotic Programmer: Video Instructed Policy Code Generation for Robotic Manipulation	MLLM	https://openreview.net/forum?id=baQ0ICrnCR	baQ0ICrnCR	reject
MMSci: A Dataset for Graduate-Level Multi-Discipline Multimodal Scientific Understanding	MLLM	https://openreview.net/forum?id=DEOV74Idsg	DEOV74Idsg	reject
Understanding the Role of LLMs in Multimodal Evaluation Benchmarks	MLLM	https://openreview.net/forum?id=skHPtDnYGa	skHPtDnYGa	reject
Gradient-based Jailbreak Images for Multimodal Fusion Models	MLLM	https://openreview.net/forum?id=wNg0LibmQt	wNg0LibmQt	reject
Zero-shot Concept Bottleneck Models via Sparse Regression of Retrieved Concepts	MLLM	https://openreview.net/forum?id=5Aem9XFZ0t	5Aem9XFZ0t	reject
Long Context Transfer from Language to Vision	MLLM	https://openreview.net/forum?id=QETk0lBdVf	QETk0lBdVf	reject
OmniBench: Towards The Future of Universal Omni-Language Models	MLLM	https://openreview.net/forum?id=Rc8z5wLzBF	Rc8z5wLzBF	reject
Plots unlock time-series understanding in multimodal models	MLLM	https://openreview.net/forum?id=HkB4bW5eJj	HkB4bW5eJj	reject
From Training-Free to Adaptive: Empirical Insights into MLLMs' Understanding of Detection Information	MLLM	https://openreview.net/forum?id=369jumtah8	369jumtah8	reject
Articulate Anything: Open-vocabulary 3D Articulated Object Generation	MLLM	https://openreview.net/forum?id=6akuzEqP38	6akuzEqP38	reject
Scaling Multimodal Theory-of-Mind with Weak-to-Strong Bayesian Reasoning	MLLM	https://openreview.net/forum?id=HHKboqbkec	HHKboqbkec	reject
SURE-VQA: Systematic Understanding of Robustness Evaluation in Medical VQA Tasks	MLLM	https://openreview.net/forum?id=nHdWdcoyAg	nHdWdcoyAg	reject
A Framework of Distilling Multimodal Large Language Models	MLLM	https://openreview.net/forum?id=MFySy0DWAH	null	reject
Unraveling and Mitigating Safety Alignment Degradation of Vision-Language Models	MLLM	https://openreview.net/forum?id=EEWpE9cR27	EEWpE9cR27	reject
MLLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected Training	MLLM	https://openreview.net/forum?id=TPtzZQyiFm	TPtzZQyiFm	reject
Libra: Leveraging Temporal Images for Biomedical Radiology Analysis	MLLM	https://openreview.net/forum?id=Rwj3i0xJiU	Rwj3i0xJiU	reject
AddressVLM: Cross-view Alignment Tuning for Image Address Localization using Large Vision-Language Models	MLLM	https://openreview.net/forum?id=NRY0QAvGNT	NRY0QAvGNT	reject
A Simple Efficiency Incremental Learning Framework via Vision-Language Model with Multi-Adapters	MLLM	https://openreview.net/forum?id=rkAqvDnnmO	null	reject
Can We Predict Performance of Large Models across Vision-Language Tasks?	MLLM	https://openreview.net/forum?id=72nCh5JtLQ	72nCh5JtLQ	reject
PerPO: Perceptual Preference Optimization via Discriminative Rewarding	MLLM	https://openreview.net/forum?id=SrkDVzygXx	SrkDVzygXx	reject
Efficient Test-Time Prompt Tuning for Vision-Language Models	MLLM	https://openreview.net/forum?id=NeVbEYW4tp	NeVbEYW4tp	reject
InteractiveCOT: Aligning Dynamic Chain-of-Thought Planning for Embodied Decision-Making	MLLM	https://openreview.net/forum?id=Y4iaDU4yMi	Y4iaDU4yMi	reject
Fine-grained Abnormality Prompt Learning for Zero-shot Anomaly Detection	MLLM	https://openreview.net/forum?id=kS27PPs3yR	kS27PPs3yR	reject
From Pixels to Tokens: Revisiting Object Hallucinations in Large Vision-Language Models	MLLM	https://openreview.net/forum?id=ZPTHI3X9y8	ZPTHI3X9y8	reject
How Jailbreak Defenses Work and Ensemble? A Mechanistic Investigation	MLLM	https://openreview.net/forum?id=RdGvvqjkC1	RdGvvqjkC1	reject
Customized Procedure Planning in Instructional Videos	MLLM	https://openreview.net/forum?id=gnWk0ZF22j	gnWk0ZF22j	reject
GRIC: General Representation and Informative Content for Enhanced Out-of-Distribution Detection	MLLM	https://openreview.net/forum?id=0owAtTCOlU	0owAtTCOlU	reject
CAuSE: Post-hoc Natural Language Explanation of Multimodal Classifiers through Causal Abstraction	MLLM	https://openreview.net/forum?id=mMXCMoU95Y	mMXCMoU95Y	reject
Explainable Concept Generation through Vision-Language Preference Learning	MLLM	https://openreview.net/forum?id=9fMNxWDZsP	9fMNxWDZsP	reject
CoMMIT: Coordinated Instruction Tuning for Multimodal Large Language Models	MLLM	https://openreview.net/forum?id=6ADnEk90R2	6ADnEk90R2	reject
CityBench: Evaluating the Capabilities of Large Language Models for Urban Tasks	MLLM	https://openreview.net/forum?id=oIWN7eMhTb	oIWN7eMhTb	reject
Trust but Verify: Programmatic VLM Evaluation in the Wild	MLLM	https://openreview.net/forum?id=zeBhcfP8tN	zeBhcfP8tN	reject
UrbanMLLM: Joint Learning of Cross-view Imagery for Urban Understanding	MLLM	https://openreview.net/forum?id=YBht9Vp5vC	YBht9Vp5vC	reject
GlocalCLIP: Object-agnostic Global-Local Prompt Learning for Zero-shot Anomaly Detection	MLLM	https://openreview.net/forum?id=mgjRSXGnF0	mgjRSXGnF0	reject
Knowledge Lift Alignment Fine Tuning	MLLM	https://openreview.net/forum?id=uxYbEAEWm4	uxYbEAEWm4	reject
Weak Supervision from Vision-Language Models to Self-Improve on Downstream Tasks	MLLM	https://openreview.net/forum?id=XCg9YcSKCZ	XCg9YcSKCZ	reject
Multimodal Instruction Tuning with Hybrid State Space Models	MLLM	https://openreview.net/forum?id=cagNCwQEEN	cagNCwQEEN	reject
M2Edit: Locate and Edit Multi-Granularity Knowledge in Multimodal Large Language Model	MLLM	https://openreview.net/forum?id=8tlsJB28c9	8tlsJB28c9	reject
Weakly-supervised 3D Referring Expression Segmentation	MLLM	https://openreview.net/forum?id=cSAAGL0cn0	cSAAGL0cn0	reject
FocalLens: Instruction Tuning Enables Zero-Shot Conditional Image Representations	MLLM	https://openreview.net/forum?id=3fGwTRRudc	3fGwTRRudc	reject
Pre-Trained Vision-Language Model Selection and Reuse for Downstream Tasks	MLLM	https://openreview.net/forum?id=vG9dVXwXQV	vG9dVXwXQV	reject
Enhancing Video Understanding with Vision and Language Collaboration	MLLM	https://openreview.net/forum?id=yspBoIZJ9Z	yspBoIZJ9Z	reject
SpikingVTG: Saliency Feedback Gating Enabled Spiking Video Temporal Grounding	MLLM	https://openreview.net/forum?id=Yx9j88efei	Yx9j88efei	reject
From Bulk to Budget: Best Practices To Compress Multimodal Large Language Models	MLLM	https://openreview.net/forum?id=774F8gF0UO	774F8gF0UO	reject
$\texttt{MirrorCheck}$ : Efficient Adversarial Defense for Vision-Language Models	MLLM	https://openreview.net/forum?id=p4jCBTDvdu	null	reject
MIO: A Foundation Model on Multimodal Tokens	MLLM	https://openreview.net/forum?id=mEACsjW10N	mEACsjW10N	reject
Flex: End-to-End Text-Instructed Visual Navigation with Foundation Models	MLLM	https://openreview.net/forum?id=chwxOOwzFR	chwxOOwzFR	reject
On the Cycle Consistency of Image-Text Mappings	MLLM	https://openreview.net/forum?id=1Qn1pMLYas	1Qn1pMLYas	reject
Exploring Multi-Grained Concept Annotations for Multimodal Large Language Models	MLLM	https://openreview.net/forum?id=dZsjj4vQjl	dZsjj4vQjl	reject
Contextual Kernels for Task-Aware Fine-Tuning in Vision-Language Models	MLLM	https://openreview.net/forum?id=gCCYBGGYTi	gCCYBGGYTi	reject
eRAM-V: From Interaction to Integration in Efficient Multimodal Large Language Models	MLLM	https://openreview.net/forum?id=GtlV6o1yUy	GtlV6o1yUy	reject
Enhancing Near OOD Detection in Prompt Learning: Maximum Gains, Minimal Costs	MLLM	https://openreview.net/forum?id=XPQCiLY45j	XPQCiLY45j	reject
Improving Visual Commonsense in Language Models via Multiple Image Generation	MLLM	https://openreview.net/forum?id=QP3EvD1AVa	QP3EvD1AVa	reject
Do Vision-Language Models Really Understand Visual Language?	MLLM	https://openreview.net/forum?id=wLzhEQq2hR	wLzhEQq2hR	reject
Pixelated Instructions: Can Multimodal Large Language Models Follow Printed Instructions in Images?	MLLM	https://openreview.net/forum?id=DiRJUdmZoK	DiRJUdmZoK	reject
Enjoy Your Layer Normalization with the Computation Efficiency of RMSNorm	MLLM	https://openreview.net/forum?id=bVdcAZAW2h	bVdcAZAW2h	reject
Generative Visual Instruction Tuning	MLLM	https://openreview.net/forum?id=hVwS9KkY6V	hVwS9KkY6V	reject
EXPLORING RESPONSE UNCERTAINTY IN MLLMS: AN EMPIRICAL EVALUATION UNDER MISLEADING SCENARIOS	MLLM	https://openreview.net/forum?id=2OANNtX3T5	2OANNtX3T5	reject
Test-time Contrastive Concepts for Open-World Semantic Segmentation	MLLM	https://openreview.net/forum?id=tCYdsuQgZZ	tCYdsuQgZZ	reject
GLOV: Guided Large Language Models as Implicit Optimizers for Vision Language Models	MLLM	https://openreview.net/forum?id=3Mia9aFpgo	3Mia9aFpgo	reject
On Inherent 3D Reasoning of VLMs in Indoor Scene Layout Design	MLLM	https://openreview.net/forum?id=uBhqll8pw1	uBhqll8pw1	reject
Mitigating Object Hallucination in Large Vision-Language Models via Image-Grounded Guidance	MLLM	https://openreview.net/forum?id=eFoj2egr7G	eFoj2egr7G	reject
LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding	MLLM	https://openreview.net/forum?id=G9xhvGPtte	G9xhvGPtte	reject
Soft Prompts Go Hard: Steering Visual Language Models with Hidden Meta-Instructions	MLLM	https://openreview.net/forum?id=1XxNbecjXe	1XxNbecjXe	reject
MSR-ViR: Modularized Self-reflected Video Reasoner for Video Question Answering	MLLM	https://openreview.net/forum?id=4Sv5MQ931E	4Sv5MQ931E	reject
The Cognitive Capabilities of Generative AI: A Comparative Analysis with Human Benchmarks	MLLM	https://openreview.net/forum?id=TjuS86sQv8	TjuS86sQv8	reject
MaskCLIP++: A Mask-Based CLIP Fine-tuning Framework for Open-Vocabulary Image Segmentation	MLLM	https://openreview.net/forum?id=UsgFE3cxuP	UsgFE3cxuP	reject
'No' Matters: Out-of-Distribution Detection in Multimodality Long Dialogue	MLLM	https://openreview.net/forum?id=CaRkGrdewB	null	reject
AutoGUI: Scaling GUI Grounding with Automatic Functionality Annotations from LLMs	MLLM	https://openreview.net/forum?id=wl4c9jvcyY	wl4c9jvcyY	reject
Neptune: The Long Orbit to Benchmarking Long Video Understanding	MLLM	https://openreview.net/forum?id=5ddsALwqkf	5ddsALwqkf	reject
LLaVA-Read: Enhancing Reading Ability of Multimodal Large Language Models	MLLM	https://openreview.net/forum?id=pPK6sNbFWV	pPK6sNbFWV	reject
Evaluating the Quality of Hallucination Benchmarks for Large Vision-Language Models	MLLM	https://openreview.net/forum?id=kjVgyR3RFr	kjVgyR3RFr	reject
ChartBench: A Benchmark for Complex Visual Reasoning in Charts	MLLM	https://openreview.net/forum?id=dd2CABUZaw	dd2CABUZaw	reject

Subsets and Splits

No community queries yet

The top public SQL queries from the community will appear here once available.