Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations
Paper
•
2508.09789
•
Published
•
5
AI-paper
-
-
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Paper • 2508.13186 • Published • 17 -
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents
Paper • 2508.04038 • Published • 1 -
Prompt Orchestration Markup Language
Paper • 2508.13948 • Published • 48 -
MultiRef: Controllable Image Generation with Multiple Visual References
Paper • 2508.06905 • Published • 21 -
LongSplat: Robust Unposed 3D Gaussian Splatting for Casual Long Videos
Paper • 2508.14041 • Published • 57 -
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL
Paper • 2508.13167 • Published • 123 -
Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward
Paper • 2508.12800 • Published • 5 -
Copyright Protection for Large Language Models: A Survey of Methods, Challenges, and Trends
Paper • 2508.11548 • Published • 5 -
Evaluating Podcast Recommendations with Profile-Aware LLM-as-a-Judge
Paper • 2508.08777 • Published • 15 -
Training-Free Text-Guided Color Editing with Multi-Modal Diffusion Transformer
Paper • 2508.09131 • Published • 16 -
MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers
Paper • 2508.14704 • Published • 42 -
From AI for Science to Agentic Science: A Survey on Autonomous Scientific Discovery
Paper • 2508.14111 • Published • 32 -
RynnEC: Bringing MLLMs into Embodied World
Paper • 2508.14160 • Published • 18 -
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models
Paper • 2505.04921 • Published • 186 -
Evolving Deeper LLM Thinking
Paper • 2501.09891 • Published • 116 -
A Survey on Large Language Model Benchmarks
Paper • 2508.15361 • Published • 18 -
Deep Think with Confidence
Paper • 2508.15260 • Published • 81 -
ReFocus: Visual Editing as a Chain of Thought for Structured Image Understanding
Paper • 2501.05452 • Published • 15 -
VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models
Paper • 2504.15279 • Published • 75 -
Whiteboard-of-Thought: Thinking Step-by-Step Across Modalities
Paper • 2406.14562 • Published • 29 -
LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs
Paper • 2501.06186 • Published • 66 -
Thinking with Generated Images
Paper • 2505.22525 • Published • 15 -
ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models
Paper • 2505.13444 • Published • 16 -
We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?
Paper • 2407.01284 • Published • 82 -
ComposeAnything: Composite Object Priors for Text-to-Image Generation
Paper • 2505.24086 • Published • 5 -
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers
Paper • 2506.23918 • Published • 86 -
Visual Planning: Let's Think Only with Images
Paper • 2505.11409 • Published • 57 -
Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model
Paper • 2407.07053 • Published • 48 -
HYDRA: A Hyper Agent for Dynamic Compositional Visual Reasoning
Paper • 2403.12884 • Published • 1 -
CameraBench: Benchmarking Visual Reasoning in MLLMs via Photography
Paper • 2504.10090 • Published -
Visual Programming: Compositional visual reasoning without training
Paper • 2211.11559 • Published • 1 -
ExoViP: Step-by-step Verification and Exploration with Exoskeleton Modules for Compositional Visual Reasoning
Paper • 2408.02210 • Published • 9 -
MMFactory: A Universal Solution Search Engine for Vision-Language Tasks
Paper • 2412.18072 • Published • 20 -
Intern-S1: A Scientific Multimodal Foundation Model
Paper • 2508.15763 • Published • 243 -
Hogwild! Inference: Parallel LLM Generation via Concurrent Attention
Paper • 2504.06261 • Published • 111 -
Star Attention: Efficient LLM Inference over Long Sequences
Paper • 2411.17116 • Published • 56 -
PRIMA.CPP: Speeding Up 70B-Scale LLM Inference on Low-Resource Everyday Home Clusters
Paper • 2504.08791 • Published • 134 -
LLM Inference Unveiled: Survey and Roofline Model Insights
Paper • 2402.16363 • Published • 2 -
Characterizing and Optimizing LLM Inference Workloads on CPU-GPU Coupled Architectures
Paper • 2504.11750 • Published -
Efficient Diffusion Models: A Comprehensive Survey from Principles to Practices
Paper • 2410.11795 • Published • 18 -
Generative AI for Character Animation: A Comprehensive Survey of Techniques, Applications, and Future Directions
Paper • 2504.19056 • Published • 18 -
Personalized Image Generation with Deep Generative Models: A Decade Survey
Paper • 2502.13081 • Published -
Diffusion Models: A Comprehensive Survey of Methods and Applications
Paper • 2209.00796 • Published -
An Empirical Study of GPT-4o Image Generation Capabilities
Paper • 2504.05979 • Published • 64 -
ImageRAG: Dynamic Image Retrieval for Reference-Guided Image Generation
Paper • 2502.09411 • Published • 21 -
A survey of Generative AI Applications
Paper • 2306.02781 • Published -
Text-to-image Diffusion Models in Generative AI: A Survey
Paper • 2303.07909 • Published -
Multi-Agent Collaboration Mechanisms: A Survey of LLMs
Paper • 2501.06322 • Published • 1 -
Multi-Agent Collaboration via Evolving Orchestration
Paper • 2505.19591 • Published • 1 -
GenMAC: Compositional Text-to-Video Generation with Multi-Agent Collaboration
Paper • 2412.04440 • Published • 22 -
AgentOrchestra: A Hierarchical Multi-Agent Framework for General-Purpose Task Solving
Paper • 2506.12508 • Published • 1 -
Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence
Paper • 2407.07061 • Published • 28 -
VideoTetris: Towards Compositional Text-to-Video Generation
Paper • 2406.04277 • Published • 26 -
T2V-CompBench: A Comprehensive Benchmark for Compositional Text-to-video Generation
Paper • 2407.14505 • Published • 27 -
DreamRunner: Fine-Grained Storytelling Video Generation with Retrieval-Augmented Motion Adaptation
Paper • 2411.16657 • Published • 20 -
FlipSketch: Flipping Static Drawings to Text-Guided Sketch Animations
Paper • 2411.10818 • Published • 27 -
VideoPoet: A Large Language Model for Zero-Shot Video Generation
Paper • 2312.14125 • Published • 47 -
PIPO: Pipelined Offloading for Efficient Inference on Consumer Devices
Paper • 2504.03664 • Published -
FlexInfer: Breaking Memory Constraint via Flexible and Efficient Offloading for On-Device LLM Inference
Paper • 2503.03777 • Published -
SpeCache: Speculative Key-Value Caching for Efficient Generation of LLMs
Paper • 2503.16163 • Published -
HeadInfer: Memory-Efficient LLM Inference by Head-wise Offloading
Paper • 2502.12574 • Published • 12 -
Seesaw: High-throughput LLM Inference via Model Re-sharding
Paper • 2503.06433 • Published -
MoE-Lens: Towards the Hardware Limit of High-Throughput MoE LLM Serving Under Resource Constraints
Paper • 2504.09345 • Published -
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Paper • 2504.10479 • Published • 286 -
MV-RAG: Retrieval Augmented Multiview Diffusion
Paper • 2508.16577 • Published • 36 -
Visual-CoG: Stage-Aware Reinforcement Learning with Chain of Guidance for Text-to-Image Generation
Paper • 2508.18032 • Published • 40 -
PosterGen: Aesthetic-Aware Paper-to-Poster Generation via Multi-Agent LLMs
Paper • 2508.17188 • Published • 15 -
Explain Before You Answer: A Survey on Compositional Visual Reasoning
Paper • 2508.17298 • Published • 4 -
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs
Paper • 2508.16153 • Published • 132 -
AgentScope 1.0: A Developer-Centric Framework for Building Agentic Applications
Paper • 2508.16279 • Published • 30 -
CineScale: Free Lunch in High-Resolution Cinematic Visual Generation
Paper • 2508.15774 • Published • 19 -
Self-Rewarding Vision-Language Model via Reasoning Decomposition
Paper • 2508.19652 • Published • 79 -
Discrete Diffusion VLA: Bringing Discrete Diffusion to Action Decoding in Vision-Language-Action Policies
Paper • 2508.20072 • Published • 28 -
AudioStory: Generating Long-Form Narrative Audio with Large Language Models
Paper • 2508.20088 • Published • 20 -
MotionFlux: Efficient Text-Guided Motion Generation through Rectified Flow Matching and Preference Alignment
Paper • 2508.19527 • Published • 9 -
Taming the Chaos: Coordinated Autoscaling for Heterogeneous and Disaggregated LLM Inference
Paper • 2508.19559 • Published • 5 -
Mixture of Contexts for Long Video Generation
Paper • 2508.21058 • Published • 30 -
rStar2-Agent: Agentic Reasoning Technical Report
Paper • 2508.20722 • Published • 97 -
Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning
Paper • 2508.20751 • Published • 85 -
AWorld: Orchestrating the Training Recipe for Agentic AI
Paper • 2508.20404 • Published • 37 -
Dress&Dance: Dress up and Dance as You Like It - Technical Preview
Paper • 2508.21070 • Published • 5 -
ROSE: Remove Objects with Side Effects in Videos
Paper • 2508.18633 • Published • 7 -
EmbodiedOneVision: Interleaved Vision-Text-Action Pretraining for General Robot Control
Paper • 2508.21112 • Published • 72 -
A.S.E: A Repository-Level Benchmark for Evaluating Security in AI-Generated Code
Paper • 2508.18106 • Published • 197 -
R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning
Paper • 2508.21113 • Published • 104 -
AHELM: A Holistic Evaluation of Audio-Language Models
Paper • 2508.21376 • Published • 9 -
Morae: Proactively Pausing UI Agents for User Choices
Paper • 2508.21456 • Published • 5 -
UItron: Foundational GUI Agent with Advanced Perception and Planning
Paper • 2508.21767 • Published • 12 -
Efficient Code Embeddings from Code Generation Models
Paper • 2508.21290 • Published • 18 -
TiKMiX: Take Data Influence into Dynamic Mixture for Language Model Pre-training
Paper • 2508.17677 • Published • 14 -
CLIPSym: Delving into Symmetry Detection with CLIP
Paper • 2508.14197 • Published • 7 -
A Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers
Paper • 2508.21148 • Published • 132 -
Continual Learning for Large Language Models: A Survey
Paper • 2402.01364 • Published • 1 -
Continual Learning with Pre-Trained Models: A Survey
Paper • 2401.16386 • Published • 1 -
Continual Learning: Applications and the Road Forward
Paper • 2311.11908 • Published • 1 -
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
Paper • 2509.02547 • Published • 156 -
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning
Paper • 2509.02479 • Published • 76 -
ELV-Halluc: Benchmarking Semantic Aggregation Hallucinations in Long Video Understanding
Paper • 2508.21496 • Published • 53 -
VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use
Paper • 2509.01055 • Published • 60 -
POINTS-Reader: Distillation-Free Adaptation of Vision-Language Models for Document Conversion
Paper • 2509.01215 • Published • 42 -
GenCompositor: Generative Video Compositing with Diffusion Transformer
Paper • 2509.02460 • Published • 22 -
OpenVision 2: A Family of Generative Pretrained Visual Encoders for Multimodal Learning
Paper • 2509.01644 • Published • 26 -
Mixture of Global and Local Experts with Diffusion Transformer for Controllable Face Generation
Paper • 2509.00428 • Published • 12 -
From Editor to Dense Geometry Estimator
Paper • 2509.04338 • Published • 74 -
Drawing2CAD: Sequence-to-Sequence Learning for CAD Generation from Vector Drawings
Paper • 2508.18733 • Published • 4 -
Towards a Unified View of Large Language Model Post-Training
Paper • 2509.04419 • Published • 54