CoRAG: Collaborative Retrieval-Augmented Generation
Paper
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2504.01883
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Published
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9
CAMV
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VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning
Paper • 2504.08837 • Published • 43 -
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model
Paper • 2504.10068 • Published • 30 -
xVerify: Efficient Answer Verifier for Reasoning Model Evaluations
Paper • 2504.10481 • Published • 85 -
Efficient Generative Model Training via Embedded Representation Warmup
Paper • 2504.10188 • Published • 12 -
A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce
Paper • 2504.11343 • Published • 19 -
NormalCrafter: Learning Temporally Consistent Normals from Video Diffusion Priors
Paper • 2504.11427 • Published • 19 -
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs
Paper • 2504.11536 • Published • 63 -
D^2iT: Dynamic Diffusion Transformer for Accurate Image Generation
Paper • 2504.09454 • Published • 11 -
Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning
Paper • 2504.08672 • Published • 55 -
Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling
Paper • 2504.13169 • Published • 39 -
DMM: Building a Versatile Image Generation Model via Distillation-Based Model Merging
Paper • 2504.12364 • Published • 22 -
Iterative Self-Training for Code Generation via Reinforced Re-Ranking
Paper • 2504.09643 • Published • 34 -
DataDecide: How to Predict Best Pretraining Data with Small Experiments
Paper • 2504.11393 • Published • 18 -
Syzygy of Thoughts: Improving LLM CoT with the Minimal Free Resolution
Paper • 2504.09566 • Published • 11 -
AlayaDB: The Data Foundation for Efficient and Effective Long-context LLM Inference
Paper • 2504.10326 • Published • 25 -
InstantCharacter: Personalize Any Characters with a Scalable Diffusion Transformer Framework
Paper • 2504.12395 • Published • 16 -
NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation
Paper • 2504.13055 • Published • 19 -
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models
Paper • 2504.10449 • Published • 15 -
InteractVLM: 3D Interaction Reasoning from 2D Foundational Models
Paper • 2504.05303 • Published • 5 -
IAAO: Interactive Affordance Learning for Articulated Objects in 3D Environments
Paper • 2504.06827 • Published -
Uni3C: Unifying Precisely 3D-Enhanced Camera and Human Motion Controls for Video Generation
Paper • 2504.14899 • Published • 20 -
Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations
Paper • 2504.13816 • Published • 18 -
X-Teaming: Multi-Turn Jailbreaks and Defenses with Adaptive Multi-Agents
Paper • 2504.13203 • Published • 35 -
MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space
Paper • 2504.13835 • Published • 38 -
LeetCodeDataset: A Temporal Dataset for Robust Evaluation and Efficient Training of Code LLMs
Paper • 2504.14655 • Published • 20 -
OTC: Optimal Tool Calls via Reinforcement Learning
Paper • 2504.14870 • Published • 35 -
FlowReasoner: Reinforcing Query-Level Meta-Agents
Paper • 2504.15257 • Published • 47 -
The Bitter Lesson Learned from 2,000+ Multilingual Benchmarks
Paper • 2504.15521 • Published • 64 -
LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities
Paper • 2504.16078 • Published • 21 -
Vidi: Large Multimodal Models for Video Understanding and Editing
Paper • 2504.15681 • Published • 14 -
From Reflection to Perfection: Scaling Inference-Time Optimization for Text-to-Image Diffusion Models via Reflection Tuning
Paper • 2504.16080 • Published • 15 -
Pre-DPO: Improving Data Utilization in Direct Preference Optimization Using a Guiding Reference Model
Paper • 2504.15843 • Published • 16 -
I-Con: A Unifying Framework for Representation Learning
Paper • 2504.16929 • Published • 30 -
Tina: Tiny Reasoning Models via LoRA
Paper • 2504.15777 • Published • 56 -
VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models
Paper • 2504.15279 • Published • 78 -
Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery Simulation
Paper • 2504.17207 • Published • 30 -
RefVNLI: Towards Scalable Evaluation of Subject-driven Text-to-image Generation
Paper • 2504.17502 • Published • 55 -
Token-Shuffle: Towards High-Resolution Image Generation with Autoregressive Models
Paper • 2504.17789 • Published • 23 -
The Sparse Frontier: Sparse Attention Trade-offs in Transformer LLMs
Paper • 2504.17768 • Published • 14 -
BitNet v2: Native 4-bit Activations with Hadamard Transformation for 1-bit LLMs
Paper • 2504.18415 • Published • 49 -
DianJin-R1: Evaluating and Enhancing Financial Reasoning in Large Language Models
Paper • 2504.15716 • Published • 12 -
Can Large Language Models Help Multimodal Language Analysis? MMLA: A Comprehensive Benchmark
Paper • 2504.16427 • Published • 18 -
RepText: Rendering Visual Text via Replicating
Paper • 2504.19724 • Published • 31 -
YoChameleon: Personalized Vision and Language Generation
Paper • 2504.20998 • Published • 12 -
UniversalRAG: Retrieval-Augmented Generation over Multiple Corpora with Diverse Modalities and Granularities
Paper • 2504.20734 • Published • 61 -
WebThinker: Empowering Large Reasoning Models with Deep Research Capability
Paper • 2504.21776 • Published • 59 -
Sadeed: Advancing Arabic Diacritization Through Small Language Model
Paper • 2504.21635 • Published • 59 -
Phi-4-Mini-Reasoning: Exploring the Limits of Small Reasoning Language Models in Math
Paper • 2504.21233 • Published • 49 -
RoboVerse: Towards a Unified Platform, Dataset and Benchmark for Scalable and Generalizable Robot Learning
Paper • 2504.18904 • Published • 9 -
DeepCritic: Deliberate Critique with Large Language Models
Paper • 2505.00662 • Published • 54 -
T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT
Paper • 2505.00703 • Published • 44 -
Self-Generated In-Context Examples Improve LLM Agents for Sequential Decision-Making Tasks
Paper • 2505.00234 • Published • 26 -
ReVision: High-Quality, Low-Cost Video Generation with Explicit 3D Physics Modeling for Complex Motion and Interaction
Paper • 2504.21855 • Published • 13 -
Improving Editability in Image Generation with Layer-wise Memory
Paper • 2505.01079 • Published • 29 -
Beyond One-Size-Fits-All: Inversion Learning for Highly Effective NLG Evaluation Prompts
Paper • 2504.21117 • Published • 26 -
Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction
Paper • 2505.02471 • Published • 15 -
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning
Paper • 2505.01441 • Published • 39 -
LLaMA-Omni2: LLM-based Real-time Spoken Chatbot with Autoregressive Streaming Speech Synthesis
Paper • 2505.02625 • Published • 22 -
A Survey on Inference Engines for Large Language Models: Perspectives on Optimization and Efficiency
Paper • 2505.01658 • Published • 39 -
Absolute Zero: Reinforced Self-play Reasoning with Zero Data
Paper • 2505.03335 • Published • 189 -
RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference
Paper • 2505.02922 • Published • 28 -
Benchmarking LLMs' Swarm intelligence
Paper • 2505.04364 • Published • 20 -
StreamBridge: Turning Your Offline Video Large Language Model into a Proactive Streaming Assistant
Paper • 2505.05467 • Published • 13 -
R&B: Domain Regrouping and Data Mixture Balancing for Efficient Foundation Model Training
Paper • 2505.00358 • Published • 26 -
OSUniverse: Benchmark for Multimodal GUI-navigation AI Agents
Paper • 2505.03570 • Published • 8 -
LLM-Independent Adaptive RAG: Let the Question Speak for Itself
Paper • 2505.04253 • Published • 14 -
Sentient Agent as a Judge: Evaluating Higher-Order Social Cognition in Large Language Models
Paper • 2505.02847 • Published • 28 -
X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains
Paper • 2505.03981 • Published • 15 -
Putting the Value Back in RL: Better Test-Time Scaling by Unifying LLM Reasoners With Verifiers
Paper • 2505.04842 • Published • 12 -
OpenVision: A Fully-Open, Cost-Effective Family of Advanced Vision Encoders for Multimodal Learning
Paper • 2505.04601 • Published • 29 -
HoloTime: Taming Video Diffusion Models for Panoramic 4D Scene Generation
Paper • 2504.21650 • Published • 16 -
PrimeIntellect/INTELLECT-2
33B • Updated • 20 • 204 -
Unified Continuous Generative Models
Paper • 2505.07447 • Published • 42 -
MiniMax-Speech: Intrinsic Zero-Shot Text-to-Speech with a Learnable Speaker Encoder
Paper • 2505.07916 • Published • 134 -
Marigold: Affordable Adaptation of Diffusion-Based Image Generators for Image Analysis
Paper • 2505.09358 • Published • 27 -
MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning
Paper • 2505.10557 • Published • 47 -
J1: Incentivizing Thinking in LLM-as-a-Judge via Reinforcement Learning
Paper • 2505.10320 • Published • 24 -
OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning
Paper • 2505.08617 • Published • 42 -
Beyond 'Aha!': Toward Systematic Meta-Abilities Alignment in Large Reasoning Models
Paper • 2505.10554 • Published • 120 -
Parallel Scaling Law for Language Models
Paper • 2505.10475 • Published • 82 -
Exploring the Deep Fusion of Large Language Models and Diffusion Transformers for Text-to-Image Synthesis
Paper • 2505.10046 • Published • 9 -
MMLongBench: Benchmarking Long-Context Vision-Language Models Effectively and Thoroughly
Paper • 2505.10610 • Published • 54 -
Simple Semi-supervised Knowledge Distillation from Vision-Language Models via texttt{D}ual-texttt{H}ead texttt{O}ptimization
Paper • 2505.07675 • Published • 21 -
AdaptThink: Reasoning Models Can Learn When to Think
Paper • 2505.13417 • Published • 83 -
Chain-of-Model Learning for Language Model
Paper • 2505.11820 • Published • 121 -
Thinkless: LLM Learns When to Think
Paper • 2505.13379 • Published • 50 -
MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision
Paper • 2505.13427 • Published • 26 -
CPGD: Toward Stable Rule-based Reinforcement Learning for Language Models
Paper • 2505.12504 • Published • 24 -
Improving Assembly Code Performance with Large Language Models via Reinforcement Learning
Paper • 2505.11480 • Published • 8 -
Visual Agentic Reinforcement Fine-Tuning
Paper • 2505.14246 • Published • 32 -
Reward Reasoning Model
Paper • 2505.14674 • Published • 37 -
MMaDA: Multimodal Large Diffusion Language Models
Paper • 2505.15809 • Published • 97 -
Emerging Properties in Unified Multimodal Pretraining
Paper • 2505.14683 • Published • 133 -
Vid2World: Crafting Video Diffusion Models to Interactive World Models
Paper • 2505.14357 • Published • 27 -
Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis
Paper • 2505.13227 • Published • 45 -
Think Only When You Need with Large Hybrid-Reasoning Models
Paper • 2505.14631 • Published • 20 -
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective
Paper • 2505.15045 • Published • 55 -
Be Careful When Fine-tuning On Open-Source LLMs: Your Fine-tuning Data Could Be Secretly Stolen!
Paper • 2505.15656 • Published • 15 -
RLVR-World: Training World Models with Reinforcement Learning
Paper • 2505.13934 • Published • 16 -
Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models
Paper • 2505.14810 • Published • 62 -
Dimple: Discrete Diffusion Multimodal Large Language Model with Parallel Decoding
Paper • 2505.16990 • Published • 22 -
NovelSeek: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to Verification
Paper • 2505.16938 • Published • 121 -
QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design
Paper • 2505.16175 • Published • 42 -
Multi-SpatialMLLM: Multi-Frame Spatial Understanding with Multi-Modal Large Language Models
Paper • 2505.17015 • Published • 9 -
Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning
Paper • 2505.15966 • Published • 53 -
Distilling LLM Agent into Small Models with Retrieval and Code Tools
Paper • 2505.17612 • Published • 81 -
One RL to See Them All: Visual Triple Unified Reinforcement Learning
Paper • 2505.18129 • Published • 62 -
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning
Paper • 2505.17667 • Published • 88 -
Reasoning Model is Stubborn: Diagnosing Instruction Overriding in Reasoning Models
Paper • 2505.17225 • Published • 64 -
Shifting AI Efficiency From Model-Centric to Data-Centric Compression
Paper • 2505.19147 • Published • 144 -
Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles
Paper • 2505.19914 • Published • 46 -
Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration
Paper • 2505.20256 • Published • 19 -
Synthetic Data RL: Task Definition Is All You Need
Paper • 2505.17063 • Published • 11 -
Interleaved Reasoning for Large Language Models via Reinforcement Learning
Paper • 2505.19640 • Published • 15 -
Alchemist: Turning Public Text-to-Image Data into Generative Gold
Paper • 2505.19297 • Published • 84 -
s3: You Don't Need That Much Data to Train a Search Agent via RL
Paper • 2505.14146 • Published • 19 -
FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow
Paper • 2505.17399 • Published • 14 -
MetaMind: Modeling Human Social Thoughts with Metacognitive Multi-Agent Systems
Paper • 2505.18943 • Published • 24 -
Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms
Paper • 2505.20322 • Published • 14 -
DetailFlow: 1D Coarse-to-Fine Autoregressive Image Generation via Next-Detail Prediction
Paper • 2505.21473 • Published • 16 -
MME-VideoOCR: Evaluating OCR-Based Capabilities of Multimodal LLMs in Video Scenarios
Paper • 2505.21333 • Published • 38 -
Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning
Paper • 2505.17813 • Published • 58 -
GraLoRA: Granular Low-Rank Adaptation for Parameter-Efficient Fine-Tuning
Paper • 2505.20355 • Published • 36 -
VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization
Paper • 2505.19000 • Published • 42 -
Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO
Paper • 2505.22453 • Published • 46 -
VisualToolAgent (VisTA): A Reinforcement Learning Framework for Visual Tool Selection
Paper • 2505.20289 • Published • 10 -
ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows
Paper • 2505.19897 • Published • 104 -
rStar-Coder: Scaling Competitive Code Reasoning with a Large-Scale Verified Dataset
Paper • 2505.21297 • Published • 29 -
ZeroGUI: Automating Online GUI Learning at Zero Human Cost
Paper • 2505.23762 • Published • 45 -
UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning
Paper • 2505.23380 • Published • 22 -
Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence
Paper • 2505.23747 • Published • 69 -
Muddit: Liberating Generation Beyond Text-to-Image with a Unified Discrete Diffusion Model
Paper • 2505.23606 • Published • 14 -
Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding
Paper • 2505.22618 • Published • 45 -
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models
Paper • 2505.24864 • Published • 143 -
Taming LLMs by Scaling Learning Rates with Gradient Grouping
Paper • 2506.01049 • Published • 38 -
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models
Paper • 2505.21523 • Published • 13 -
SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis
Paper • 2506.02096 • Published • 52 -
Co-Evolving LLM Coder and Unit Tester via Reinforcement Learning
Paper • 2506.03136 • Published • 25 -
Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces
Paper • 2506.00123 • Published • 35 -
LoHoVLA: A Unified Vision-Language-Action Model for Long-Horizon Embodied Tasks
Paper • 2506.00411 • Published • 31 -
DINGO: Constrained Inference for Diffusion LLMs
Paper • 2505.23061 • Published • 31 -
Incentivizing Reasoning for Advanced Instruction-Following of Large Language Models
Paper • 2506.01413 • Published • 16 -
OThink-R1: Intrinsic Fast/Slow Thinking Mode Switching for Over-Reasoning Mitigation
Paper • 2506.02397 • Published • 36 -
ComposeAnything: Composite Object Priors for Text-to-Image Generation
Paper • 2505.24086 • Published • 5 -
Sparse-vDiT: Unleashing the Power of Sparse Attention to Accelerate Video Diffusion Transformers
Paper • 2506.03065 • Published • 27 -
From Token to Action: State Machine Reasoning to Mitigate Overthinking in Information Retrieval
Paper • 2505.23059 • Published • 13 -
DiffDecompose: Layer-Wise Decomposition of Alpha-Composited Images via Diffusion Transformers
Paper • 2505.21541 • Published • 7 -
CSVQA: A Chinese Multimodal Benchmark for Evaluating STEM Reasoning Capabilities of VLMs
Paper • 2505.24120 • Published • 49 -
VideoREPA: Learning Physics for Video Generation through Relational Alignment with Foundation Models
Paper • 2505.23656 • Published • 25 -
Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design
Paper • 2506.04734 • Published • 21 -
Image Editing As Programs with Diffusion Models
Paper • 2506.04158 • Published • 24 -
Search Arena: Analyzing Search-Augmented LLMs
Paper • 2506.05334 • Published • 18 -
Aligning Latent Spaces with Flow Priors
Paper • 2506.05240 • Published • 27 -
Multimodal DeepResearcher: Generating Text-Chart Interleaved Reports From Scratch with Agentic Framework
Paper • 2506.02454 • Published • 7 -
FlexPainter: Flexible and Multi-View Consistent Texture Generation
Paper • 2506.02620 • Published • 14 -
FusionAudio-1.2M: Towards Fine-grained Audio Captioning with Multimodal Contextual Fusion
Paper • 2506.01111 • Published • 31 -
Audio-Aware Large Language Models as Judges for Speaking Styles
Paper • 2506.05984 • Published • 15 -
Splatting Physical Scenes: End-to-End Real-to-Sim from Imperfect Robot Data
Paper • 2506.04120 • Published • 7 -
ConfQA: Answer Only If You Are Confident
Paper • 2506.07309 • Published • 10 -
Through the Valley: Path to Effective Long CoT Training for Small Language Models
Paper • 2506.07712 • Published • 18 -
PartCrafter: Structured 3D Mesh Generation via Compositional Latent Diffusion Transformers
Paper • 2506.05573 • Published • 82 -
Vision Transformers Don't Need Trained Registers
Paper • 2506.08010 • Published • 22 -
Frame Guidance: Training-Free Guidance for Frame-Level Control in Video Diffusion Models
Paper • 2506.07177 • Published • 23 -
Squeeze3D: Your 3D Generation Model is Secretly an Extreme Neural Compressor
Paper • 2506.07932 • Published • 12 -
ComfyUI-R1: Exploring Reasoning Models for Workflow Generation
Paper • 2506.09790 • Published • 53 -
SAFE: Multitask Failure Detection for Vision-Language-Action Models
Paper • 2506.09937 • Published • 9 -
Ming-Omni: A Unified Multimodal Model for Perception and Generation
Paper • 2506.09344 • Published • 28 -
ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning
Paper • 2506.09513 • Published • 101 -
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science
Paper • 2506.10974 • Published • 19 -
Magistral
Paper • 2506.10910 • Published • 66 -
Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
Paper • 2506.09250 • Published • 27 -
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation
Paper • 2506.10540 • Published • 37 -
Aligned Novel View Image and Geometry Synthesis via Cross-modal Attention Instillation
Paper • 2506.11924 • Published • 34 -
Marrying Autoregressive Transformer and Diffusion with Multi-Reference Autoregression
Paper • 2506.09482 • Published • 45 -
Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs
Paper • 2506.14245 • Published • 45 -
AR-RAG: Autoregressive Retrieval Augmentation for Image Generation
Paper • 2506.06962 • Published • 28 -
Scaling Test-time Compute for LLM Agents
Paper • 2506.12928 • Published • 63 -
Reasoning with Exploration: An Entropy Perspective
Paper • 2506.14758 • Published • 31 -
MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation
Paper • 2506.14028 • Published • 93 -
Skywork-SWE: Unveiling Data Scaling Laws for Software Engineering in LLMs
Paper • 2506.19290 • Published • 53 -
Chain-of-Experts: Unlocking the Communication Power of Mixture-of-Experts Models
Paper • 2506.18945 • Published • 40 -
Learning to Skip the Middle Layers of Transformers
Paper • 2506.21103 • Published • 18