Paper Notes

标签: paper

此标签下有488条笔记。

2026年5月
ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration
2026年5月
AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs
2026年5月
ATLAS: Agentic or Latent Visual Reasoning? One Word is Enough for Both
2026年5月
Auto-Rubric as Reward: From Implicit Preferences to Explicit Multimodal Generative Criteria
2026年5月
AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration
2026年5月
AutoRubric-T2I: Robust Rule-Based Reward Model for Text-to-Image Alignment
2026年5月
Bernini: Latent Semantic Planning for Video Diffusion
2026年5月
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems
2026年5月
Beyond Pairwise Preferences: Listwise Reward-Aware Alignment for Diffusion Models
2026年5月
Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction
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
Code as Agent Harness: Toward Executable, Verifiable, and Stateful Agent Systems
2026年5月
Code-as-Room: Generating 3D Rooms from Top-Down View Images via Agentic Code Synthesis
2026年5月
CollabVR: Collaborative Video Reasoning with Vision-Language and Video Generation Models
2026年5月
Continual Harness: Online Adaptation for Self-Improving Foundation Agents
2026年5月
CopT: Contrastive On-Policy Thinking with Continuous Spaces for General and Agentic Reasoning
2026年5月
Crys-JEPA: Accelerating Crystal Discovery via Embedding Screening and Generative Refinement
2026年5月
CUA-Gym: Scaling Verifiable Training Environments and Tasks for Computer-Use Agents
2026年5月
DecodingTrust-Agent Platform (DTap): A Controllable and Interactive Red-Teaming Platform for AI Agents
2026年5月
DGPO: Distribution Guided Policy Optimization for Fine Grained Credit Assignment
2026年5月
DiffusionOPD: A Unified Perspective of On-Policy Distillation in Diffusion Models
2026年5月
DiLA: Disentangled Latent Action World Models
2026年5月
Do Less, Achieve More: Do We Need Every-Step Optimization for RL Fine-tuning of Diffusion Models?
2026年5月
Dreaming Smoothly and Sample Efficiently with Gradient Penalized Latent Dynamics
2026年5月
DVAO: Dynamic Variance-adaptive Advantage Optimization for Multi-reward Reinforcement Learning
2026年5月
E²PO: Embedding-perturbed Exploration Preference Optimization for Flow Models
2026年5月
Echo-Forcing: A Scene Memory Framework for Interactive Long Video Generation
2026年5月
Efficient Agentic Reasoning Through Self-Regulated Simulative Planning
2026年5月
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL
2026年5月
EVA-Bench: A New End-to-end Framework for Evaluating Voice Agents
2026年5月
EvoLM: Self-Evolving Language Models through Co-Evolved Discriminative Rubrics
2026年5月
Feedback World Model Enables Precise Guidance of Diffusion Policy
2026年5月
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization
2026年5月
Flow-OPD: On-Policy Distillation for Flow Matching Models
2026年5月
From Pixels to Words -- Towards Native One-Vision Models at Scale
2026年5月
Gamma-World: Generative Multi-Agent World Modeling Beyond Two Players
2026年5月
Geo-Align: Video Generation Alignment via Metric Geometry Reward
2026年5月
HeavySkill: Heavy Thinking as the Inner Skill in Agentic Harness
2026年5月
HiDream-O1-Image: A Natively Unified Image Generative Foundation Model with Pixel-level Unified Transformer
2026年5月
HyperEyes: Dual-Grained Efficiency-Aware Reinforcement Learning for Parallel Multimodal Search Agents
2026年5月
Imperfect World Models are Exploitable
2026年5月
Improved Baselines with Representation Autoencoders
2026年5月
KVPO: ODE-Native GRPO for Autoregressive Video Alignment via KV Semantic Exploration
2026年5月
Lance: Unified Multimodal Modeling by Multi-Task Synergy
2026年5月
Lance: Unified Multimodal Modeling by Multi-Task Synergy
2026年5月
Latent Video Prediction Learns Better World Models
2026年5月
LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning
2026年5月
Lens: Rethinking Training Efficiency for Foundational Text-to-Image Models
2026年5月
Let ViT Speak: Generative Language-Image Pre-training
2026年5月
LiteFrame: Efficient Vision Encoders Unlock Frame Scaling in Video LLMs
2026年5月
LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence
2026年5月
LocateAnything: Fast and High-Quality Vision-Language Grounding with Parallel Box Decoding
2026年5月
LongLive-2.0: An NVFP4 Parallel Infrastructure for Long Video Generation
2026年5月
LongMemEval-V2: Evaluating Long-Term Agent Memory Toward Experienced Colleagues
2026年5月
MARBLE: Multi-Aspect Reward Balance for Diffusion RL
2026年5月
MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory
2026年5月
MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models
2026年5月
MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents
2026年5月
MMSkills: Towards Multimodal Skills for General Visual Agents
2026年5月
MobileGym: A Verifiable and Highly Parallel Simulation Platform for Mobile GUI Agent Research
2026年5月
MolmoAct2: Action Reasoning Models for Real-world Deployment
2026年5月
Nano World Models: A Minimalist Implementation of Future Video Prediction
2026年5月
On Predicting the Post-training Potential of Pre-trained LLMs
2026年5月
On-Policy Adversarial Flow Distillation for Autoregressive Video Generation
2026年5月
One-Forcing: Towards Stable One-Step Autoregressive Video Generation
2026年5月
OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents
2026年5月
OpenSeeker-v2: Pushing the Limits of Search Agents with Informative and High-Difficulty Trajectories
2026年5月
Orchard: An Open-Source Agentic Modeling Framework
2026年5月
PanoWorld: A Generative Spatial World Model for Consistent Whole-House Panorama Synthesis
2026年5月
PEEK: Context Map as an Orientation Cache for Long-Context LLM Agents
2026年5月
PhysBrain 1.0 Technical Report
2026年5月
PiD: Fast and High-Resolution Latent Decoding with Pixel Diffusion
2026年5月
Precise: SDE-Consistent Stochastic Sampling for RL Post-Training of Flow-Matching Models
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
ReactiveGWM: Steering NPC in Reactive Game World Models
2026年5月
Reconstruction or Semantics? What Makes a Latent Space Useful for Robotic World Models
2026年5月
Recursive Flow Matching
2026年5月
Reinforce Adjoint Matching: Scaling RL Post-Training of Diffusion and Flow-Matching Models
2026年5月
Rethinking Agentic Search with Pi-Serini: Is Lexical Retrieval Sufficient?
2026年5月
Rethinking Cross-Layer Information Routing in Diffusion Transformers
2026年5月
Reversing the Flow: Generation-to-Understanding Synergy in Large Multimodal Models
2026年5月
Reward Hacking in Rubric-Based Reinforcement Learning
2026年5月
RewardHarness: Self-Evolving Agentic Post-Training
2026年5月
RLDX-1 Technical Report
2026年5月
RoboMemArena: A Comprehensive and Challenging Robotic Memory Benchmark
2026年5月
Rubric-Grounded Reinforcement Learning: Structured Judge Rewards for Generalizable Reasoning in Language Models
2026年5月
RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards
2026年5月
Scaling World-Model Reinforcement Learning Through Diffusion Policy Optimization
2026年5月
SCOPE: Simulating Cross-game Operations in Playable Environments for FPS World Models
2026年5月
SEAL: Synergistic Co-Evolution of Agents and Learning Environments
2026年5月
See What I Mean: Aligning Vision and Language Representations for Video Fine-grained Object Understanding
2026年5月
Self-Distilled Agentic Reinforcement Learning
2026年5月
Semantic Generative Tuning for Unified Multimodal Models
2026年5月
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture
2026年5月
Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning
2026年5月
SkillOpt: Executive Strategy for Self-Evolving Agent Skills
2026年5月
SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution
2026年5月
STABLE: Simulation-Ready Tabletop Layout Generation via a Semantics-Physics Dual System
2026年5月
Stream-R1: Reliability-Perplexity Aware Reward Distillation for Streaming Video Generation
2026年5月
Stream-T1: Test-Time Scaling for Streaming Video Generation
2026年5月
Think-with-Rubrics: From External Evaluator to Internal Reasoning Guidance
2026年5月
TMAS: Scaling Test-Time Compute via Multi-Agent Synergy
2026年5月
Toward Native Multimodal Modeling: A Roadmap
2026年5月
Understanding Self-Supervised Learning via Latent Distribution Matching
2026年5月
Uni-Edit: Intelligent Editing Is A General Task For Unified Model Tuning
2026年5月
Uniform-Correct Policy Optimization: Breaking RLVR's Indifference to Diversity
2026年5月
UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors
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
Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining
2026年5月
VideoSeeker: Incentivizing Instance-level Video Understanding via Native Agentic Tool Invocation
2026年5月
Warp-as-History: Generalizable Camera-Controlled Video Generation from One Training Video
2026年5月
When Does LeJEPA Learn a World Model?
2026年5月
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation
2026年5月
World Action Models: The Next Frontier in Embodied AI
2026年5月
WorldCraft: From Camera Navigation to Object Manipulation in Interactive Video World Models
2026年5月
X-OmniClaw Technical Report: A Unified Mobile Agent for Multimodal Understanding and Interaction
2026年4月
Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models
2026年4月
Adam's Law: Textual Frequency Law on Large Language Models
2026年4月
Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond
2026年4月
AgentSocialBench: Evaluating Privacy Risks in Human-Centered Agentic Social Networks
2026年4月
AgentSPEX: An Agent SPecification and EXecution Language
2026年4月
Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents
2026年4月
ClawBench: Can AI Agents Complete Everyday Online Tasks?
2026年4月
ClawEnvKit: Automatic Environment Generation for Claw-Like Agents
2026年4月
ClawGUI: A Unified Framework for Training, Evaluating, and Deploying GUI Agents
2026年4月
CodeTracer: Towards Traceable Agent States
2026年4月
Context Unrolling in Omni Models
2026年4月
CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery
2026年4月
Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems
2026年4月
DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data
2026年4月
EvoMaster: A Foundational Evolving Agent Framework for Agentic Science at Scale
2026年4月
Experience Transfer for Multimodal LLM Agents in Minecraft Game
2026年4月
FileGram: Grounding Agent Personalization in File-System Behavioral Traces
2026年4月
FP4 Explore, BF16 Train: Diffusion Reinforcement Learning via Efficient Rollout Scaling
2026年4月
From Context to Skills: Can Language Models Learn from Context Skillfully?
2026年4月
From Reasoning to Agentic: Credit Assignment in Reinforcement Learning for Large Language Models
2026年4月
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company
2026年4月
GameWorld: Towards Standardized and Verifiable Evaluation of Multimodal Game Agents
2026年4月
GenerativeWorldRenderer
2026年4月
GenericAgent: A Token-Efficient Self-Evolving LLM Agent via Contextual Information Density Maximization (V1.0)
2026年4月
GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents
2026年4月
GrandCode: Achieving Grandmaster Level in Competitive Programming via Agentic Reinforcement Learning
2026年4月
Hierarchical Planning with Latent World Models
2026年4月
How Well Do Agentic Skills Work in the Wild: Benchmarking LLM Skill Usage in Realistic Settings
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
KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation
2026年4月
Latent-GRPO: Group Relative Policy Optimization for Latent Reasoning
2026年4月
LeapAlign - Post-Training Flow Matching Models at Any Generation Step by Building Two-Step Trajectories
2026年4月
Learning to Retrieve from Agent Trajectories
2026年4月
LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
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
MedSkillAudit: A Domain-Specific Audit Framework for Medical Research Agent Skills
2026年4月
Memanto: Typed Semantic Memory with Information-Theoretic Retrieval for Long-Horizon Agents
2026年4月
Memory Intelligence Agent
2026年4月
Memory Transfer Learning: How Memories are Transferred Across Domains in Coding Agents
2026年4月
MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction
2026年4月
MultiWorld: Scalable Multi-Agent Multi-View Video World Models
2026年4月
Nemotron 3 Super: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning
2026年4月
OpenGame: Open Agentic Coding for Games
2026年4月
OpenMobile: Building Open Mobile Agents with Task and Trajectory Synthesis
2026年4月
OpenWorldLib: A Unified Codebase and Definition of Advanced World Models
2026年4月
Paper Circle: An Open-source Multi-agent Research Discovery and Analysis Framework
2026年4月
ParetoSlider - Diffusion Models Post-Training for Continuous Reward Control
2026年4月
Playing Along: Learning a Double-Agent Defender for Belief Steering via Theory of Mind
2026年4月
RAGEN-2: Reasoning Collapse in Agentic RL
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
Sema Code: Decoupling AI Coding Agents into Programmable, Embeddable Infrastructure
2026年4月
Signals: Trajectory Sampling and Triage for Agentic Interactions
2026年4月
SKILL0: In-Context Agentic Reinforcement Learning for Skill Internalization
2026年4月
SkillClaw: Let Skills Evolve Collectively with Agentic Evolver
2026年4月
SkillX: Automatically Constructing Skill Knowledge Bases for Agents
2026年4月
TCOD: Exploring Temporal Curriculum in On-Policy Distillation for Multi-turn Autonomous Agents
2026年4月
The Last Human-Written Paper: Agent-Native Research Artifacts
2026年4月
Think, Act, Build: An Agentic Framework with Vision Language Models for Zero-Shot 3D Visual Grounding
2026年4月
TRACE: Capability-Targeted Agentic Training
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
ARISE: Agent Reasoning with Intrinsic Skill Evolution in Hierarchical Reinforcement Learning
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
Autonomous Agents Coordinating Distributed Discovery Through Emergent Artifact Exchange
2026年3月
Beyond Language Modeling: An Exploration of Multimodal Pretraining
2026年3月
BeyondSWE: Can Current Code Agent Survive Beyond Single-Repo Bug Fixing?
2026年3月
Building AI Coding Agents for the Terminal: Scaffolding, Harness, Context Engineering, and Lessons Learned
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
ClawKeeper: Comprehensive Safety Protection for OpenClaw Agents Through Skills, Plugins, and Watchers
2026年3月
CUA-Suite: Massive Human-annotated Video Demonstrations for Computer-Use Agents
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
Do Understanding and Generation Fight? A Diagnostic Study of DPO for Unified Multimodal Models
2026年3月
Emergent Social Intelligence Risks in Generative Multi-Agent Systems
2026年3月
EnterpriseOps-Gym: Environments and Evaluations for Stateful Agentic Planning and Tool Use in Enterprise Settings
2026年3月
EpochX: Building the Infrastructure for an Emergent Agent Civilization
2026年3月
EVA: Efficient Reinforcement Learning for End-to-End Video Agent
2026年3月
EvoScientist: Towards Multi-Agent Evolving AI Scientists for End-to-End Scientific Discovery
2026年3月
Fast-WAM: Do World Action Models Need Test-time Future Imagination?
2026年3月
GameplayQA: A Benchmarking Framework for Decision-Dense POV-Synced Multi-Video Understanding of 3D Virtual Agents
2026年3月
Gen-Searcher: Reinforcing Agentic Search for Image Generation
2026年3月
Helios: Real Real-Time Long Video Generation Model
2026年3月
Heterogeneous Agent Collaborative Reinforcement Learning
2026年3月
HiAR: Efficient Autoregressive Long Video Generation via Hierarchical Denoising
2026年3月
HomeSafe-Bench: Evaluating Vision-Language Models on Unsafe Action Detection for Embodied Agents in Household Scenarios
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
LeWorldModel: Stable End-to-End Joint-Embedding Predictive Architecture from Pixels
2026年3月
LongCat-Flash-Prover: Advancing Native Formal Reasoning via Agentic Tool-Integrated Reinforcement Learning
2026年3月
MA-EgoQA: Question Answering over Egocentric Videos from Multiple Embodied Agents
2026年3月
Manifold-Aware Exploration for Reinforcement Learning in Video Generation
2026年3月
Memento-Skills: Let Agents Design Agents
2026年3月
MEMO: Memory-Augmented Model Context Optimization for Robust Multi-Turn Multi-Agent LLM Games
2026年3月
MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild
2026年3月
MiroThinker-1.7 & H1: Towards Heavy-Duty Research Agents via Verification
2026年3月
MSA: Memory Sparse Attention for Efficient End-to-End Memory Model Scaling to 100M Tokens
2026年3月
MV-GRPO: From Sparse to Dense: Multi-View GRPO for Flow Models via Augmented Condition Space
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
ProRL Agent: Rollout-as-a-Service for RL Training of Multi-Turn LLM Agents
2026年3月
Representation Learning for Spatiotemporal Physical Systems
2026年3月
Rethinking Token-Level Policy Optimization for Multimodal Chain-of-Thought
2026年3月
RIVER: A Real-Time Interaction Benchmark for Video LLMs
2026年3月
Self-Supervised Flow Matching for Scalable Multi-Modal Synthesis
2026年3月
ShotVerse: Advancing Cinematic Camera Control for Text-Driven Multi-Shot Video Creation
2026年3月
SlopCodeBench: Benchmarking How Coding Agents Degrade Over Long-Horizon Iterative Tasks
2026年3月
Speed by Simplicity: A Single-Stream Architecture for Fast Audio-Video Generative Foundation Model
2026年3月
Spend Less, Reason Better: Budget-Aware Value Tree Search for LLM Agents
2026年3月
Streaming Autoregressive Video Generation via Diagonal Distillation
2026年3月
SuperLocalMemory V3: Information-Geometric Foundations for Zero-LLM Enterprise Agent Memory
2026年3月
SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via Continuous Integration
2026年3月
UI-Voyager: A Self-Evolving GUI Agent Learning via Failed Experience
2026年3月
UniG2U-Bench: Do Unified Models Advance Multimodal Understanding?
2026年3月
UniGRPO: Unified Policy Optimization for Reasoning-Driven Visual Generation
2026年3月
Utonia: Toward One Encoder for All Point Clouds
2026年3月
V-JEPA 2.1: Unlocking Dense Features in Video Self-Supervised Learning
2026年3月
Vision2Web: A Hierarchical Benchmark for Visual Website Development with Agent Verification
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3月
WorldAgents: Can Foundation Image Models be Agents for 3D World Models?
2026年3月
WorldStereo: Bridging Camera-Guided Video Generation and Scene Reconstruction via 3D Geometric Memories
2026年3月
XSkill: Continual Learning from Experience and Skills in Multimodal Agents
2026年2月
A Lightweight Library for Energy-Based Joint-Embedding Predictive Architectures
2026年2月
Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
2026年2月
AgentDropoutV2: Optimizing Information Flow in Multi-Agent Systems via Test-Time Rectify-or-Reject Pruning
2026年2月
ARLArena: A Unified Framework for Stable 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
Causal-JEPA: Learning World Models through Object-Level Latent Interventions
2026年2月
Context Forcing: Consistent Autoregressive Video Generation with Long Context
2026年2月
CUDA Agent: Large-Scale Agentic RL for High-Performance CUDA Kernel Generation
2026年2月
DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing
2026年2月
EmbodMocap: In-the-Wild 4D Human-Scene Reconstruction for Embodied Agents
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
GUI-Libra: Training Native GUI Agents to Reason and Act with Action-aware Supervision and Partially Verifiable RL
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
MobilityBench: A Benchmark for Evaluating Route-Planning Agents in Real-World Mobility Scenarios
2026年2月
Mode Seeking meets Mean Seeking for Fast Long Video Generation
2026年2月
MOVA - Scalable and Synchronized Video-Audio Generation
2026年2月
Quantifying the Gap between Understanding and Generation within Unified Multimodal Models
2026年2月
Rectified LpJEPA: Joint-Embedding Predictive Architectures with Sparse and Maximum-Entropy Representations
2026年2月
Semantic Tube Prediction: Beating LLM Data Efficiency with JEPA
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: Reinforcement Learning for Long-Horizon World Models
2026年1月
A Pragmatic VLA Foundation Model
2026年1月
Advancing Open-source World Models
2026年1月
Being-H0.5: Scaling Human-Centric Robot Learning for Cross-Embodiment Generalization
2026年1月
Diffusion-DRF: Differentiable Reward Flow for Video Diffusion Fine-Tuning
2026年1月
Forge-and-Quench: Enhancing Image Generation for Higher Fidelity in Unified Multimodal Models
2026年1月
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization
2026年1月
Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation
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
LoL: Longer than Longer, Scaling Video Generation to Hour
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
2026年1月
Re-Align: Structured Reasoning-guided Alignment for In-Context Image Generation and Editing
2026年1月
Soft Clustering Anchors for Self-Supervised Speech Representation Learning in Joint Embedding Prediction Architectures
2026年1月
Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces
2026年1月
VideoMemory: Toward Consistent Video Generation via Memory Integration
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
Deep Forcing: Training-Free Long Video Generation with Deep Sink and Participative Compression
2025年12月
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Recursive Language Models
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RELIC: Interactive Video World Model with Long-Horizon Memory
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ThinkGen: Generalized Thinking for Visual Generation
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Tuna: Taming Unified Visual Representations for Native Unified Multimodal Models
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TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times
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UnityVideo: Unified Multi-Modal Multi-Task Learning for Enhancing World-Aware Video Generation
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Value-guided action planning with JEPA world models
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VideoMem: Enhancing Ultra-Long Video Understanding via Adaptive Memory Management
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VideoSSM: Autoregressive Long Video Generation with Hybrid State-Space Memory
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VL-JEPA: Joint Embedding Predictive Architecture for Vision-language
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Yume-1.5: A Text-Controlled Interactive World Generation Model
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Agent-R1: Training Powerful LLM Agents with End-to-End Reinforcement Learning
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Image-Free Timestep Distillation via Continuous-Time Consistency with Trajectory-Sampled Pairs
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MotionStream: Real-Time Video Generation with Interactive Motion Controls
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Robot Learning from a Physical World Model
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StreamKV: Streaming Video Question-Answering with Segment-based KV Cache Retrieval and Compression
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Video Generation Models Are Good Latent Reward Models
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Gaussian Embeddings: How JEPAs Secretly Learn Your Data Density
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Humanoid Everyday: A Comprehensive Robotic Dataset for Open-World Humanoid Manipulation
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MARC: Memory-Augmented RL Token Compression for Efficient Video Understanding
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rCM: Large Scale Diffusion Distillation via Score-Regularized Continuous-Time Consistency
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Self-Forcing++: Towards Minute-Scale High-Quality Video Generation
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SparseVILA: Decoupling Visual Sparsity for Efficient VLM Inference
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Stable Video Infinity: Infinite-Length Video Generation with Error Recycling
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StreamingVLM: Real-Time Understanding for Infinite Video Streams
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Transformers are Inherently Succinct
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Lyra - Generative 3D Scene Reconstruction via Video Diffusion Model Self-Distillation
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Reinforcement Learning with Inverse Rewards for World Model Post-training (RLIR)
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Tree Search for LLM Agent Reinforcement Learning
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Unified Multimodal Models as Auto-Encoders
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Video Panels for Long Video Understanding
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Agentic Reinforced Policy Optimization
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Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
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Flow Matching Policy Gradients
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Group Sequence Policy Optimization
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Kimi K2: Open Agentic Intelligence
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Scaling Laws for Optimal Data Mixtures
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Autoregressive Adversarial Post-Training for Real-Time Interactive Video Generation
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Ovis-U1 Technical Report
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UNIVERSE: Adapting Vision-Language Models for Evaluating World Models
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VMem: Consistent Interactive Video Scene Generation with Surfel-Indexed View Memory
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Absolute Zero: Reinforced Self-play Reasoning with Zero Data
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Emerging Properties in Unified Multimodal Pretraining (BAGEL)
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Group-in-Group Policy Optimization for LLM Agent Training
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How Memory Management Impacts LLM Agents: An Empirical Study of Experience-Following Behavior
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Let Them Talk: Audio-Driven Multi-Person Conversational Video Generation
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LLMs Get Lost In Multi-Turn Conversation
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Memory OS of AI Agent
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MMaDA: Multimodal Large Diffusion Language Models
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OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation
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RBench-V: A Primary Assessment for Visual Reasoning Models with Multi-modal Outputs
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RLVR-World: Training World Models with Reinforcement Learning
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$\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization
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Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning
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FramePack: Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models
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MineWorld: A Real-Time and Open-Source Interactive World Model on Minecraft
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Multimodal Long Video Modeling Based on Temporal Dynamic Context
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Phys-AR: Reasoning Physical Video Generation with Diffusion Timestep Tokens via Reinforcement Learning
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SkyReels-V2: Infinite-length Film Generative Model
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ToolRL: Reward is All Tool Learning Needs
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AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems
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FAR: Long-Context Autoregressive Video Modeling with Next-Frame Prediction
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GAIA-2: A Controllable Multi-View Generative World Model for Autonomous Driving
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Mobile-VideoGPT: Fast and Accurate Model for Mobile Video Understanding
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Streaming Video Question-Answering with In-context Video KV-Cache Retrieval
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ToRL: Scaling Tool-Integrated RL
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AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents Advances Understanding of Human Behaviors and Society
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Learning from Reward-Free Offline Data: A Case for Planning with Latent Dynamics Models
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Unified Video Action Model (UVA)
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Diffusion Adversarial Post-Training for One-Step Video Generation
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LongViTU: Instruction Tuning for Long-Form Video Understanding
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Video Representation Learning with Joint-Embedding Predictive Architectures
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GameGen-X: Interactive Open-world Game Video Generation
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Revisiting Feature Prediction for Learning Visual Representations from Video
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Language Agent Tree Search Unifies Reasoning, Acting, and Planning in Language Models
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Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture
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Joint Embedding Predictive Architectures Focus on Slow Features

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