Paper Notes

标签: paper

此标签下有204条笔记。

2026年5月
ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration
2026年5月
Auto-Rubric as Reward: From Implicit Preferences to Explicit Multimodal Generative Criteria
2026年5月
Breaking Dual Bottlenecks: Evolving Unified Multimodal Models into Self-Adaptive Interleaved Visual Reasoners
2026年5月
Causal Forcing++: Scalable Few-Step Autoregressive Diffusion Distillation for Real-Time Interactive Video Generation
2026年5月
CollabVR: Collaborative Video Reasoning with Vision-Language and Video Generation Models
2026年5月
DiffusionOPD: A Unified Perspective of On-Policy Distillation in Diffusion Models
2026年5月
Flow-OPD: On-Policy Distillation for Flow Matching Models
2026年5月
Let ViT Speak: Generative Language-Image Pre-training
2026年5月
MARBLE: Multi-Aspect Reward Balance for Diffusion RL
2026年5月
MolmoAct2: Action Reasoning Models for Real-world Deployment
2026年5月
OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents
2026年5月
Qwen-Image-2.0 Technical Report
2026年5月
Qwen-Image-VAE-2.0 Technical Report
2026年5月
RAVEN: Real-time Autoregressive Video Extrapolation with Consistency-model GRPO
2026年5月
Reinforce Adjoint Matching: Scaling RL Post-Training of Diffusion and Flow-Matching Models
2026年5月
RLDX-1 Technical Report
2026年5月
RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards
2026年5月
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture
2026年5月
Stream-R1
2026年5月
Stream-T1: Test-Time Scaling for Streaming Video Generation
2026年5月
Understanding Self-Supervised Learning via Latent Distribution Matching
2026年5月
UniVidX
2026年5月
Unlocking Complex Visual Generation via Closed-Loop Verified Reasoning
2026年5月
VGGT-Ω
2026年5月
Video Generation with Predictive Latents
2026年5月
Warp-as-History: Generalizable Camera-Controlled Video Generation from One Training Video
2026年4月
Adam's Law: Textual Frequency Law on Large Language Models
2026年4月
Context Unrolling in Omni Models
2026年4月
FP4 Explore, BF16 Train: Diffusion Reinforcement Learning via Efficient Rollout Scaling
2026年4月
GameWorld: Towards Standardized and Verifiable Evaluation of Multimodal Game Agents
2026年4月
GenerativeWorldRenderer
2026年4月
GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents
2026年4月
HY-Embodied-0.5: Embodied Foundation Models for Real-World Agents
2026年4月
HY-World 2.0 - A Multi-Modal World Model for Reconstructing, Generating, and Simulating 3D Worlds
2026年4月
Image Generators are Generalist Vision Learners
2026年4月
In-Place Test-Time Training
2026年4月
LeapAlign - Post-Training Flow Matching Models at Any Generation Step by Building Two-Step Trajectories
2026年4月
Lyra 2.0 - Explorable Generative 3D Worlds
2026年4月
Matrix-Game 3.0 - Real-Time and Streaming Interactive World Model with Long-Horizon Memory
2026年4月
MultiWorld - Scalable Multi-Agent Multi-View Video World Models
2026年4月
OpenGame: Open Agentic Coding for Games
2026年4月
OpenWorldLib: A Unified Codebase and Definition of Advanced World Models
2026年4月
ParetoSlider - Diffusion Models Post-Training for Continuous Reward Control
2026年4月
Recursive Multi-Agent Systems
2026年4月
Representation Fréchet Loss for Visual Generation
2026年4月
Rethinking Generalization in Reasoning SFT
2026年4月
Seeing Fast and Slow - Learning the Flow of Time in Videos
2026年4月
Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation
2026年4月
V-GRPO - Online Reinforcement Learning for Denoising Generative Models Is Easier than You Think
2026年4月
World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
2026年4月
World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
2026年3月
Astrolabe: Steering Forward-Process Reinforcement Learning for Distilled Autoregressive Video Models
2026年3月
Attend Before Attention - Efficient and Scalable Video Understanding via Autoregressive Gazing
2026年3月
Beyond Language Modeling: An Exploration of Multimodal Pretraining
2026年3月
Calibri: Enhancing Diffusion Transformers via Parameter-Efficient Calibration
2026年3月
CARLA-Air: Fly Drones Inside a CARLA World -- A Unified Infrastructure for Air-Ground Embodied Intelligence
2026年3月
CutClaw: Agentic Hours-Long Video Editing via Music Synchronization
2026年3月
DataFlex: A Unified Framework for Data-Centric Dynamic Training of Large Language Models
2026年3月
Demystifying Video Reasoning
2026年3月
From Sparse to Dense: Multi-View GRPO for Flow Models via Augmented Condition Space
2026年3月
Gen-Searcher: Reinforcing Agentic Search for Image Generation
2026年3月
HiAR: Efficient Autoregressive Long Video Generation via Hierarchical Denoising
2026年3月
Improving Joint Audio-Video Generation with Cross-Modal Context Learning
2026年3月
InternVL-U: Democratizing Unified Multimodal Models for Understanding, Reasoning, Generation and Editing
2026年3月
Kling-MotionControl Technical Report
2026年3月
Manifold-Aware Exploration for Reinforcement Learning in Video Generation
2026年3月
MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild
2026年3月
MSA: Memory Sparse Attention for Efficient End-to-End Memory Model Scaling to 100M Tokens
2026年3月
OpenClaw-RL: Train Any Agent Simply by Talking
2026年3月
OpenSeeker: Democratizing Frontier Search Agents by Fully Open-Sourcing Training Data
2026年3月
Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders
2026年3月
Rethinking Token-Level Policy Optimization for Multimodal Chain-of-Thought
2026年3月
Self-Supervised Flow Matching for Scalable Multi-Modal Synthesis
2026年3月
Speed by Simplicity: A Single-Stream Architecture for Fast Audio-Video Generative Foundation Model
2026年3月
UniGRPO: Unified Policy Optimization for Reasoning-Driven Visual Generation
2026年3月
Wan-R1 - Verifiable-Reinforcement Learning for Video Reasoning
2026年3月
WildWorld - A Large-Scale Dataset for Dynamic World Modeling with Actions and Explicit State toward Generative ARPG
2026年2月
Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
2026年2月
Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation
2026年2月
DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing
2026年2月
Euphonium: Steering Video Flow Matching via Process Reward Gradient Guided Stochastic Dynamics
2026年2月
FlowCache: Flow Caching for Autoregressive Video Generation
2026年2月
Generative Modeling via Drifting
2026年2月
GigaBrain-0.5M*: a VLA That Learns From World Model-Based Reinforcement Learning
2026年2月
Going Down Memory Lane: Scaling Tokens for Video Stream Understanding with Dynamic KV-Cache Memory
2026年2月
Infinite-World: Scaling Interactive World Models to 1000-Frame Horizons via Pose-Free Hierarchical Memory
2026年2月
Kimi K2.5: Visual Agentic Intelligence
2026年2月
Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention
2026年2月
Mode Seeking meets Mean Seeking for Fast Long Video Generation
2026年2月
TeleBoost: A Systematic Alignment Framework for High-Fidelity, Controllable, and Robust Video Generation
2026年2月
Unified Latents (UL): How to train your latents
2026年2月
WorldCompass
2026年1月
A Pragmatic VLA Foundation Model
2026年1月
Being-H0.5: Scaling Human-Centric Robot Learning for Cross-Embodiment Generalization
2026年1月
Context Forcing: Consistent Autoregressive Video Generation with Long Context
2026年1月
Diffusion-DRF: Differentiable Reward Flow for Video Diffusion Fine-Tuning
2026年1月
Green-VLA: Staged Vision-Language-Action Model for Generalist Robots
2026年1月
HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding
2026年1月
Idea2Story: An Automated Pipeline for Transforming Research Concepts into Complete Scientific Narratives
2026年1月
Learning to Discover at Test Time
2026年1月
LTX-2: Efficient Joint Audio-Visual Foundation Model
2026年1月
NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation
2026年1月
NitroGen: An Open Foundation Model for Generalist Gaming Agents
2026年1月
PaperBanana: Automating Academic Illustration for AI Scientists
2025年12月
Astra - General Interactive World Model with Autoregressive Denoising
2025年12月
DDRL: Data-regularized Reinforcement Learning for Diffusion Models at Scale
2025年12月
HY-World 1.5: A Systematic Framework for Interactive World Modeling with Real-Time Latency and Geometric Consistency
2025年12月
Knot Forcing: Taming Autoregressive Video Diffusion Models for Real-time Infinite Interactive Portrait Animation
2025年12月
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem
2025年12月
Live Avatar: Streaming Real-time Audio-Driven Avatar Generation with Infinite Length
2025年12月
MemFlow: Flowing Adaptive Memory for Consistent and Efficient Long Video Narratives
2025年12月
Memory in the Age of AI Agents: A Survey
2025年12月
Motus: A Unified Latent Action World Model
2025年12月
QwenLong-L1.5: Post-Training Recipe for Long-Context Reasoning and Memory Management
2025年12月
Recursive Language Models
2025年12月
ThinkGen: Generalized Thinking for Visual Generation
2025年12月
TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times
2025年12月
UnityVideo: Unified Multi-Modal Multi-Task Learning for Enhancing World-Aware Video Generation
2025年12月
VideoMem: Enhancing Ultra-Long Video Understanding via Adaptive Memory Management
2025年12月
VideoSSM: Autoregressive Long Video Generation with Hybrid State-Space Memory
2025年12月
Yume-1.5: A Text-Controlled Interactive World Generation Model
2025年11月
RynnVLA-002: A Unified Vision-Language-Action and World Model
2025年11月
Video Generation Models Are Good Latent Reward Models
2025年10月
rCM: Large Scale Diffusion Distillation via Score-Regularized Continuous-Time Consistency
2025年10月
SANA-Video: Efficient Video Generation with Block Linear Diffusion Transformer
2025年10月
StreamingVLM: Real-Time Understanding for Infinite Video Streams
2025年10月
Transformers are Inherently Succinct
2025年9月
Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models
2025年9月
DiffusionNFT: Online Diffusion Reinforcement with Forward Process
2025年9月
Lyra - Generative 3D Scene Reconstruction via Video Diffusion Model Self-Distillation
2025年9月
Reinforcement Learning with Inverse Rewards for World Model Post-training (RLIR)
2025年8月
StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding
2025年7月
Flow Matching Policy Gradients
2025年6月
Autoregressive Adversarial Post-Training for Real-Time Interactive Video Generation
2025年6月
Flash-VStream: Efficient Real-Time Understanding for Long Video Streams
2025年5月
DanceGRPO: Unleashing GRPO on Visual Generation
2025年5月
Emerging Properties in Unified Multimodal Pretraining (BAGEL)
2025年5月
FLARE: Robot Learning with Implicit World Modeling
2025年5月
Flow-GRPO: Training Flow Matching Models via Online RL
2025年5月
LLMs Get Lost In Multi-Turn Conversation
2025年5月
MAGI-1: Autoregressive Video Generation at Scale
2025年5月
OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation
2025年4月
Phys-AR: Reasoning Physical Video Generation with Diffusion Timestep Tokens via Reinforcement Learning
2025年3月
AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems
2025年3月
DAPO: An Open-Source LLM Reinforcement Learning System at Scale
2025年3月
DyWA: Dynamics-adaptive World Action Model for Generalizable Non-prehensile Manipulation
2025年3月
Streaming Video Question-Answering with In-context Video KV-Cache Retrieval
2025年3月
Unified Video Action Model (UVA)
2025年3月
VideoScan: Enabling Efficient Streaming Video Understanding via Frame-level Semantic Carriers
2025年2月
MJ-VIDEO: Fine-Grained Benchmarking and Rewarding Video Preferences in Video Generation
2025年1月
Diffusion Adversarial Post-Training for One-Step Video Generation
2025年1月
VideoAlign: Improving Video Generation with Human Feedback
2024年7月
Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion
2024年5月
DMD2: Improved Distribution Matching Distillation for Fast Image Synthesis
2023年11月
Diffusion Model Alignment Using Direct Preference Optimization
2023年4月
ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation
CausVid: From Slow Bidirectional to Fast Autoregressive Video Diffusion Models
Cosmos-Predict2.5: World Simulation with Video Foundation Models for Physical AI
DMD: One-step Diffusion with Distribution Matching Distillation
E-VRAG: Enhancing Long Video Understanding with Resource-Efficient Retrieval Augmented Generation
FAR: Long-Context Autoregressive Video Modeling with Next-Frame Prediction
FramePack: Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models
GAIA-2: A Controllable Multi-View Generative World Model for Autonomous Driving
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization
Helios: Real Real-Time Long Video Generation Model
HybridToken-VLM: Hybrid Token Compression for Vision-Language Models
InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling
Is Your Video Language Model a Reliable Judge?
LingBot-World: Advancing Open-source World Models
LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval
LoL: Longer than Longer, Scaling Video Generation to Hour
LongLive: Real-time Interactive Long Video Generation
LongViTU: Instruction Tuning for Long-Form Video Understanding
MARC: Memory-Augmented RL Token Compression for Efficient Video Understanding
Matrix-Game 2.0: An Open-Source, Real-Time, and Streaming Interactive World Model
Memorize-and-Generate: Towards Long-Term Consistency in Real-Time Video Generation
MineWorld: A Real-Time and Open-Source Interactive World Model on Minecraft
MMPL: Macro-from-Micro Planning for High-Quality and Parallelized Autoregressive Long Video Generation
Mobile-VideoGPT: Fast and Accurate Video Understanding Language Model
MOVA - Scalable and Synchronized Video-Audio Generation
PFP: Pretraining Frame Preservation in Autoregressive Video Memory Compression
Pseudocode: Deep Sink with Temporal RoPE Adjustment
Radial Attention: O(n log n) Sparse Attention with Energy Decay for Long Video Generation
RELIC: Interactive Video World Model with Long-Horizon Memory
Resampling Forcing: End-to-End Training for Autoregressive Video Diffusion via Self-Resampling
RIVER: A Real-Time Interaction Benchmark for Video LLMs
RLVR-World: Training World Models with Reinforcement Learning
Rolling Forcing: Autoregressive Long Video Diffusion in Real Time
Self Forcing: Bridging the Train-Test Gap in Autoregressive Video Diffusion
Self-Forcing++: Towards Minute-Scale High-Quality Video Generation
ShotVerse: Advancing Cinematic Camera Control for Text-Driven Multi-Shot Video Creation
SkyReels-V2: Infinite-length Film Generative Model
SparseVILA: Decoupling Visual Sparsity for Efficient VLM Inference
Stable Video Infinity: Infinite-Length Video Generation with Error Recycling
STC: Accelerating Streaming Video Large Language Models via Hierarchical Token Compression
Streaming Autoregressive Video Generation via Diagonal Distillation
StreamingTOM: Streaming Token Compression for Efficient Video Understanding
StreamKV: Streaming Video Question-Answering with Segment-based KV Cache Retrieval and Compression
TDC: Multimodal Long Video Modeling Based on Temporal Dynamic Context
UNIVERSE: Adapting Vision-Language Models for Evaluating World Models
V-Rex: Real-Time Streaming Video LLM Acceleration via Dynamic KV Cache Retrieval
Video Panels for Long Video Understanding
VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling
VideoMemory: Toward Consistent Video Generation via Memory Integration

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