#Robust MLLM

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Use Agent1#Computer-Use Agents1#Consulting1#Content Moderation1#Context Compression1#Context Distillation1#Context Graphs1#Context Learning1#Contextual Bandit1#Continuous Generation1#CopilotKit1#Cost Efficiency1#CPM.cu1#Criticality1#Ctx2Skill1#CUA-Gym1#Cucumber1#CyberGym1#D2Hub1#DA-Next1#Data Annotation1#Data Catalog1#Data Engine1#Data Sanitization1#Data Security1#Data-Centric AI1#Dataset Ops1#DCI-Agent1#Deep Search1#DeepEval1#DeepSeek-OCR1#DELEGATE-521#Delegated Work1#Delegation Intelligence1#Delivery1#Delta-Mem1#Demand-Driven Context1#Design Research1#Design Tools1#DESIGN.md1#Desktop Apps1#DevOps1#Diffusion Language Models1#Diffusion LLM1#Diffusion LM1#Diffusion Transformer1#Direct Corpus Interaction1#Distilabel1#Distributed Training1#DKOS1#DNN Runtime1#Document Editing1#DPO1#DualOptim+1#Dynin-Omni1#EDA1#Edge Inference1#Effect1#Efficiency Frontier1#Efficient Coding1#Egress Control1#EHR1#EKS1#Elastic1#ElevenLabs1#ELF1#Embodiment1#Enactive AI1#Encoder-free1#Enterprise 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Learning1#Incremental Processing1#Inference1#Inference Providers1#Inference Scaffolding1#Inference-Time Compute1#Inference-Time Feedback1#Inference-Time Reasoning1#Infrastructure as Code1#Inpainting1#Interpretability1#ITSM1#JaCoCo1#JAX1#Jina AI1#Kakao1#KakaoTalk1#Kanban1#Karpathy1#Keye-VL1#Kimi1#Knowledge Bases1#Knowledge Catalog1#Knowledge Graphs1#Knowledge Management1#KoHRM1#KOLongDoc1#Korean AI1#Korean VLM1#Kotest1#Kotlin1#Kronos1#Lance1#Latent Reasoning1#Latent Space1#Layout Analysis1#LazyCodex1#Leaderboard1#Lean1#LEAP1#Learning Rate Transfer1#Legacy Systems1#LFM21#License Compliance1#Life-Harness1#LightMem1#LiteLLM1#LiteVLA-H1#LLM Depth1#LLM Fundamentals1#LLM Infrastructure1#LLM Internals1#LLM Ops1#LLM Safety1#LLM Wiki1#LM Programs1#Local AI1#Local Harness1#Local LLM1#Locally AI1#LocateAnything1#Logic Synthesis1#Long Document QA1#Long Video Understanding1#Long-Horizon1#Long-tail1#Long-Term Memory1#LongLive-2.01#Lookahead Reasoning1#Looped Transformers1#Macaron-A2UI1#Machine Translation1#Machine Unlearning1#Mamba1#Manifold Power Iteration1#Matrix Factorization1#Matt Pocock1#MaxText1#MCP Apps1#MCTS1#MDASH1#Megatron-LM1#MemForest1#Memory Compression1#Memory-Augmented Generation1#Meta AI1#Meta-Optimization1#MetaAgent-X1#Metadata1#Microsoft1#Microsoft AI1#Microsoft Security1#Mid-Training1#MiMo1#Mind2Web1#MiniCPM-V1#MiniCPM41#MinT1#Mistral1#Mistral AI1#Mixture of Experts1#ML Engineering1#MLLM1#mmGRPO1#MMProLong1#Mobile Agents1#MobileLLM-R11#MobileMoE1#MockK1#Model Adaptation1#Model Compression1#Model Pruning1#Model Studio1#Moderation1#ModernBERT1#Modular AI1#Monetization1#MongoDB1#Moonshot AI1#MTEB1#Multi-Agent Debate1#Multi-LoRA1#Multi-turn Evaluation1#Multilingual Retrieval1#Multimodal Diffusion1#Multimodal Reasoning1#Multimodal Retrieval1#Multimodal RL1#Multimodal Safety1#Multimodal Search1#Multimodal Training1#NanoGPT1#Native Unified Model1#Native VLM1#Natural Language Autoencoders1#NEO-unify1#Neo4j1#Nested Learning1#Netflix1#Neural Architecture Search1#Neural Networks1#NeurIPS 20251#nGPT1#NL-Refer1#NoisyAgent1#Normalized Transformer1#NVIDIA Cosmos1#NVIDIA NeMo1#OCR-Memory1#OKF1#OLIVE Platform1#Olympiad Math1#OmniDreams1#Omnimodal1#OmniShotCut1#OmO1#On-call1#On-policy Distillation1#OneManCompany1#OneVL1#Online Memory1#ONNX1#Open Knowledge Format1#Open Models1#Open Source Compliance1#Open Training Recipe1#OpenAI API1#OpenCompass1#OpenCV 51#OpenHarness1#OpenSearch-VL1#Optimizer1#Optimizers1#OSWorld1#Ouroboros1#PaddleOCR-VL1#PageIndex1#Paper Reproduction1#Parallel Box Decoding1#Parallel Verification1#Parameter-Efficient Tuning1#Pare-Bench1#PEFT1#Personal Assistants1#Personalization1#Piccoma1#PII Detection1#Pixel Embeddings1#Platform Engineering1#Plugins1#PowerPoint1#PrefixLM1#Preparedness1#Presentation AI1#Presentation Tools1#Priming1#PriorVLA1#ProAct1#Procedural Memory1#Procrustes Alignment1#Product1#Product Hunt1#Productivity1#Prometheus1#Prompt Tuning1#Protocols1#Pytest1#QAT1#Query Adaptation1#Query Rewriting1#Qwen-Image-2.01#Qwen2.5-VL1#Qwen3-Next1#React1#Reasoning Model1#Recursive Reasoning1#Reinforced Agent1#ReRe1#Research1#Research Workflow1#Residual Stream1#Richard Sutton1#Risk Assessment1#Risk Management1#RL Post-Training1#RMS1#Robot Learning1#Robust MLLM1#Robustness1#RoPE1#Router1#Routing1#Rust1#Safety1#Safety Alignment1#SANA-WM1#Sandboxing1#Sandcastle1#SARIF1#Science Skills1#Scientific Discovery1#Search Agent1#SearchSwarm1#Segmentation1#Self-Consistency1#Self-Evolution1#Self-Generated Data1#Self-Harness1#Self-Improving Agents1#Self-Improving LLMs1#Self-Play1#Self-Speculation1#Self-Training1#Semantic ID1#Semantic Layer1#SemBridge1#SenseNova-U11#Sentence Transformers1#Sequence Classification1#SGLang1#Shot Boundary Detection1#Skill Evolution1#Skill Governance1#Skill Retrieval1#Skill-RAG1#SkillEvolBench1#Sloppiness1#SmallCode1#Software Engineering1#Sparse Autoencoder1#Sparse MoE1#Sparse Retrieval1#Spatial Foundation Models1#Spatial Reasoning1#SpatialBench1#Specification First1#Speculative Decoding1#Speech1#Spintronics1#SPLADE1#SQL1#SRA-Bench1#State Space Model1#Static Analysis1#Storybook1#Streaming Data1#Stripe1#SU-011#Subterranean Agent1#Supply Chain Security1#Swarm Intelligence1#SWE-Bench1#SWIM1#Sycophancy1#TabEmbed1#TabPFN1#Talent Market1#TEDS1#Temporal Indexing1#Terraform1#Test Automation1#Test-Time Training1#Text Embeddings1#Text Rendering1#Text-to-SQL1#Thanos1#Theorem Proving1#Thought Templates1#ThriftAttention1#TIDE1#Time Series Forecasting1#TinyLoRA1#Token Classification1#Tokenizer1#Tool Calling1#Tool Selection1#Tool-Integrated Reasoning1#Tool-Using Agents1#TorchAO1#Training Recipes1#Trajectory Audit1#Transformers1#Triton1#Tuna-21#TypeScript1#UI Engineering1#UI Inspiration1#UI over MCP1#UI Testing1#Uncertainty1#Usage-Based Billing1#User Simulation1#Validation1#Valleytronics1#Vector Database1#Video Editing1#Vision-Language Alignment1#Visual Grounding1#Visual Recovery1#Visual Regression1#Vulnerability Discovery1#WBench1#Web Agents1#WorkOS1#World Models1#X2SAM1#ZeroEntropy1#Zyphra1#μP1

Foundation Models

Robust-U1은 MLLM robustness를 이미지 복원 문제로 바꾼다

Robust-U1은 손상된 이미지를 텍스트로 설명하는 대신 MLLM이 직접 복원하고, 복원본과 손상본을 함께 추론에 넣어 real-world corruption robustness를 끌어올린 ICML 2026 논...

Sangmin Lee2026.06.15