Oğuzhan Ercan
oguzhanercan
AI & ML interests
deep representation learning
Recent Activity
updated a collection 43 minutes ago
Image Generation updated a collection about 1 hour ago
Representation Learning updated a collection about 5 hours ago
Finetuning StrategiesOrganizations
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Emu3.5: Native Multimodal Models are World Learners
Paper • 2510.26583 • Published • 116 -
Cambrian-S: Towards Spatial Supersensing in Video
Paper • 2511.04670 • Published • 39 -
MagicWorld: Interactive Geometry-driven Video World Exploration
Paper • 2511.18886 • Published • 19 -
WorldPlay: Towards Long-Term Geometric Consistency for Real-Time Interactive World Modeling
Paper • 2512.14614 • Published • 73
-
Fathom-DeepResearch: Unlocking Long Horizon Information Retrieval and Synthesis for SLMs
Paper • 2509.24107 • Published • 80 -
Beyond Turn Limits: Training Deep Search Agents with Dynamic Context Window
Paper • 2510.08276 • Published • 10 -
DeepWideSearch: Benchmarking Depth and Width in Agentic Information Seeking
Paper • 2510.20168 • Published • 28 -
Enterprise Deep Research: Steerable Multi-Agent Deep Research for Enterprise Analytics
Paper • 2510.17797 • Published • 11
-
MaPPO: Maximum a Posteriori Preference Optimization with Prior Knowledge
Paper • 2507.21183 • Published • 15 -
MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE
Paper • 2507.21802 • Published • 20 -
EDGE-GRPO: Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity
Paper • 2507.21848 • Published • 9 -
Agentic Reinforced Policy Optimization
Paper • 2507.19849 • Published • 161
-
On the rankability of visual embeddings
Paper • 2507.03683 • Published • 16 -
When Tokens Talk Too Much: A Survey of Multimodal Long-Context Token Compression across Images, Videos, and Audios
Paper • 2507.20198 • Published • 28 -
Emergent Compositional Communication for Latent World Properties
Paper • 2604.03266 • Published • 7
-
VideoDeepResearch: Long Video Understanding With Agentic Tool Using
Paper • 2506.10821 • Published • 19 -
Jan-nano Technical Report
Paper • 2506.22760 • Published • 9 -
MMSearch-R1: Incentivizing LMMs to Search
Paper • 2506.20670 • Published • 64 -
WebSailor: Navigating Super-human Reasoning for Web Agent
Paper • 2507.02592 • Published • 126
-
Magistral
Paper • 2506.10910 • Published • 69 -
Fractional Reasoning via Latent Steering Vectors Improves Inference Time Compute
Paper • 2506.15882 • Published • 2 -
MiroMind-M1: An Open-Source Advancement in Mathematical Reasoning via Context-Aware Multi-Stage Policy Optimization
Paper • 2507.14683 • Published • 136 -
The Invisible Leash: Why RLVR May Not Escape Its Origin
Paper • 2507.14843 • Published • 85
-
MMaDA: Multimodal Large Diffusion Language Models
Paper • 2505.15809 • Published • 98 -
Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference
Paper • 2508.02193 • Published • 139 -
Diffusion Language Models Know the Answer Before Decoding
Paper • 2508.19982 • Published • 27 -
Omni-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion
Paper • 2603.06577 • Published • 50
-
Flux Already Knows -- Activating Subject-Driven Image Generation without Training
Paper • 2504.11478 • Published -
Scone: Bridging Composition and Distinction in Subject-Driven Image Generation via Unified Understanding-Generation Modeling
Paper • 2512.12675 • Published • 41 -
MACRO: Advancing Multi-Reference Image Generation with Structured Long-Context Data
Paper • 2603.25319 • Published • 32
-
HoloTime: Taming Video Diffusion Models for Panoramic 4D Scene Generation
Paper • 2504.21650 • Published • 16 -
Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation
Paper • 2505.02836 • Published • 8 -
ImmerseGen: Agent-Guided Immersive World Generation with Alpha-Textured Proxies
Paper • 2506.14315 • Published • 10 -
HunyuanWorld 1.0: Generating Immersive, Explorable, and Interactive 3D Worlds from Words or Pixels
Paper • 2507.21809 • Published • 142
-
QLIP: Text-Aligned Visual Tokenization Unifies Auto-Regressive Multimodal Understanding and Generation
Paper • 2502.05178 • Published • 10 -
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation
Paper • 2502.14846 • Published • 16 -
SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features
Paper • 2502.14786 • Published • 165 -
Efficient LLaMA-3.2-Vision by Trimming Cross-attended Visual Features
Paper • 2504.00557 • Published • 15
-
VMix: Improving Text-to-Image Diffusion Model with Cross-Attention Mixing Control
Paper • 2412.20800 • Published • 11 -
Padding Tone: A Mechanistic Analysis of Padding Tokens in T2I Models
Paper • 2501.06751 • Published • 32 -
Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps
Paper • 2501.09732 • Published • 72 -
Learnings from Scaling Visual Tokenizers for Reconstruction and Generation
Paper • 2501.09755 • Published • 35
-
Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesis
Paper • 2412.15322 • Published • 20 -
Voila: Voice-Language Foundation Models for Real-Time Autonomous Interaction and Voice Role-Play
Paper • 2505.02707 • Published • 85 -
LLaMA-Omni2: LLM-based Real-time Spoken Chatbot with Autoregressive Streaming Speech Synthesis
Paper • 2505.02625 • Published • 23 -
Fast Text-to-Audio Generation with Adversarial Post-Training
Paper • 2505.08175 • Published • 26
-
Negative Token Merging: Image-based Adversarial Feature Guidance
Paper • 2412.01339 • Published • 22 -
Efficient Distillation of Classifier-Free Guidance using Adapters
Paper • 2503.07274 • Published • 4 -
Flow-GRPO: Training Flow Matching Models via Online RL
Paper • 2505.05470 • Published • 89 -
Temporal Alignment Guidance: On-Manifold Sampling in Diffusion Models
Paper • 2510.11057 • Published • 31
-
Learned Compression for Compressed Learning
Paper • 2412.09405 • Published • 13 -
Distillation Scaling Laws
Paper • 2502.08606 • Published • 47 -
TTRL: Test-Time Reinforcement Learning
Paper • 2504.16084 • Published • 122 -
Limitations of Normalization in Attention Mechanism
Paper • 2508.17821 • Published • 7
-
VividFace: A Diffusion-Based Hybrid Framework for High-Fidelity Video Face Swapping
Paper • 2412.11279 • Published • 13 -
MagicFace: High-Fidelity Facial Expression Editing with Action-Unit Control
Paper • 2501.02260 • Published • 5 -
GaussianAvatar-Editor: Photorealistic Animatable Gaussian Head Avatar Editor
Paper • 2501.09978 • Published • 6 -
FantasyID: Face Knowledge Enhanced ID-Preserving Video Generation
Paper • 2502.13995 • Published • 9
-
Efficient Generative Modeling with Residual Vector Quantization-Based Tokens
Paper • 2412.10208 • Published • 19 -
Normalizing Flows are Capable Generative Models
Paper • 2412.06329 • Published • 11 -
A Noise is Worth Diffusion Guidance
Paper • 2412.03895 • Published • 29 -
Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models
Paper • 2501.01423 • Published • 44
Video Generation
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DynamicScaler: Seamless and Scalable Video Generation for Panoramic Scenes
Paper • 2412.11100 • Published • 7 -
LinGen: Towards High-Resolution Minute-Length Text-to-Video Generation with Linear Computational Complexity
Paper • 2412.09856 • Published • 11 -
DisPose: Disentangling Pose Guidance for Controllable Human Image Animation
Paper • 2412.09349 • Published • 8 -
MEMO: Memory-Guided Diffusion for Expressive Talking Video Generation
Paper • 2412.04448 • Published • 10
Image Generation
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Causal Diffusion Transformers for Generative Modeling
Paper • 2412.12095 • Published • 23 -
SnapGen: Taming High-Resolution Text-to-Image Models for Mobile Devices with Efficient Architectures and Training
Paper • 2412.09619 • Published • 32 -
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation
Paper • 2412.07589 • Published • 48 -
Flowing from Words to Pixels: A Framework for Cross-Modality Evolution
Paper • 2412.15213 • Published • 28
-
EffectErase: Joint Video Object Removal and Insertion for High-Quality Effect Erasing
Paper • 2603.19224 • Published • 18 -
SAMA: Factorized Semantic Anchoring and Motion Alignment for Instruction-Guided Video Editing
Paper • 2603.19228 • Published • 68 -
VOID: Video Object and Interaction Deletion
Paper • 2604.02296 • Published • 55
-
LightMem: Lightweight and Efficient Memory-Augmented Generation
Paper • 2510.18866 • Published • 116 -
O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents
Paper • 2511.13593 • Published • 28 -
GradMem: Learning to Write Context into Memory with Test-Time Gradient Descent
Paper • 2603.13875 • Published • 36 -
SuperLocalMemory V3: Information-Geometric Foundations for Zero-LLM Enterprise Agent Memory
Paper • 2603.14588 • Published • 3
-
Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs
Paper • 2507.09477 • Published • 89 -
BYOKG-RAG: Multi-Strategy Graph Retrieval for Knowledge Graph Question Answering
Paper • 2507.04127 • Published • 10 -
Efficiency-Effectiveness Reranking FLOPs for LLM-based Rerankers
Paper • 2507.06223 • Published • 14 -
SitEmb-v1.5: Improved Context-Aware Dense Retrieval for Semantic Association and Long Story Comprehension
Paper • 2508.01959 • Published • 61
-
Perception-Aware Policy Optimization for Multimodal Reasoning
Paper • 2507.06448 • Published • 48 -
High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning
Paper • 2507.05920 • Published • 12 -
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency
Paper • 2508.18265 • Published • 224 -
Latent Chain-of-Thought for Visual Reasoning
Paper • 2510.23925 • Published • 10
-
Treasure Hunt: Real-time Targeting of the Long Tail using Training-Time Markers
Paper • 2506.14702 • Published • 3 -
MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention
Paper • 2506.13585 • Published • 278 -
Scaling Test-time Compute for LLM Agents
Paper • 2506.12928 • Published • 64 -
A Survey on Latent Reasoning
Paper • 2507.06203 • Published • 95
-
Astra: Toward General-Purpose Mobile Robots via Hierarchical Multimodal Learning
Paper • 2506.06205 • Published • 30 -
BitVLA: 1-bit Vision-Language-Action Models for Robotics Manipulation
Paper • 2506.07530 • Published • 20 -
Ark: An Open-source Python-based Framework for Robot Learning
Paper • 2506.21628 • Published • 16 -
RoboBrain 2.0 Technical Report
Paper • 2507.02029 • Published • 36
-
Memory-Efficient Visual Autoregressive Modeling with Scale-Aware KV Cache Compression
Paper • 2505.19602 • Published • 13 -
DiSA: Diffusion Step Annealing in Autoregressive Image Generation
Paper • 2505.20297 • Published • 3 -
AR-RAG: Autoregressive Retrieval Augmentation for Image Generation
Paper • 2506.06962 • Published • 28 -
Locality-aware Parallel Decoding for Efficient Autoregressive Image Generation
Paper • 2507.01957 • Published • 23
-
Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning
Paper • 2505.15966 • Published • 53 -
GRIT: Teaching MLLMs to Think with Images
Paper • 2505.15879 • Published • 13 -
Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models
Paper • 2505.16854 • Published • 11 -
VLM-R^3: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought
Paper • 2505.16192 • Published • 11
-
End-to-End Vision Tokenizer Tuning
Paper • 2505.10562 • Published • 22 -
Global and Local Entailment Learning for Natural World Imagery
Paper • 2506.21476 • Published • 1 -
DINOv3
Paper • 2508.10104 • Published • 308 -
Reasoning Vectors: Transferring Chain-of-Thought Capabilities via Task Arithmetic
Paper • 2509.01363 • Published • 62
-
Scaling Laws in Patchification: An Image Is Worth 50,176 Tokens And More
Paper • 2502.03738 • Published • 11 -
Better Embeddings with Coupled Adam
Paper • 2502.08441 • Published • 2 -
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment
Paper • 2502.16894 • Published • 33 -
SALT: Singular Value Adaptation with Low-Rank Transformation
Paper • 2503.16055 • Published • 8
-
rain1011/pyramid-flow-miniflux
Text-to-Video • Updated • 178 -
TPDiff: Temporal Pyramid Video Diffusion Model
Paper • 2503.09566 • Published • 45 -
Seaweed-7B: Cost-Effective Training of Video Generation Foundation Model
Paper • 2504.08685 • Published • 130 -
Packing Input Frame Context in Next-Frame Prediction Models for Video Generation
Paper • 2504.12626 • Published • 51
-
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos
Paper • 2501.04001 • Published • 49 -
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token
Paper • 2501.03895 • Published • 52 -
An Empirical Study of Autoregressive Pre-training from Videos
Paper • 2501.05453 • Published • 41 -
MatchAnything: Universal Cross-Modality Image Matching with Large-Scale Pre-Training
Paper • 2501.07556 • Published • 7
-
1.58-bit FLUX
Paper • 2412.18653 • Published • 86 -
Region-Adaptive Sampling for Diffusion Transformers
Paper • 2502.10389 • Published • 53 -
One-step Diffusion Models with f-Divergence Distribution Matching
Paper • 2502.15681 • Published • 8 -
FlexiDiT: Your Diffusion Transformer Can Easily Generate High-Quality Samples with Less Compute
Paper • 2502.20126 • Published • 19
-
StyleMaster: Stylize Your Video with Artistic Generation and Translation
Paper • 2412.07744 • Published • 20 -
Video Motion Transfer with Diffusion Transformers
Paper • 2412.07776 • Published • 17 -
ObjCtrl-2.5D: Training-free Object Control with Camera Poses
Paper • 2412.07721 • Published • 9 -
MotionShop: Zero-Shot Motion Transfer in Video Diffusion Models with Mixture of Score Guidance
Paper • 2412.05355 • Published • 8
-
Arbitrary-steps Image Super-resolution via Diffusion Inversion
Paper • 2412.09013 • Published • 13 -
SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration
Paper • 2501.01320 • Published • 13 -
V-Bridge: Bridging Video Generative Priors to Versatile Few-shot Image Restoration
Paper • 2603.13089 • Published • 13 -
SparkVSR: Interactive Video Super-Resolution via Sparse Keyframe Propagation
Paper • 2603.16864 • Published • 17
-
Apollo: An Exploration of Video Understanding in Large Multimodal Models
Paper • 2412.10360 • Published • 147 -
SeFAR: Semi-supervised Fine-grained Action Recognition with Temporal Perturbation and Learning Stabilization
Paper • 2501.01245 • Published • 5 -
VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM
Paper • 2501.00599 • Published • 46 -
Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks
Paper • 2501.08326 • Published • 34
-
Byte Latent Transformer: Patches Scale Better Than Tokens
Paper • 2412.09871 • Published • 108 -
Causal Diffusion Transformers for Generative Modeling
Paper • 2412.12095 • Published • 23 -
Tensor Product Attention Is All You Need
Paper • 2501.06425 • Published • 91 -
TransMLA: Multi-head Latent Attention Is All You Need
Paper • 2502.07864 • Published • 69
-
BrushEdit: All-In-One Image Inpainting and Editing
Paper • 2412.10316 • Published • 37 -
ColorFlow: Retrieval-Augmented Image Sequence Colorization
Paper • 2412.11815 • Published • 27 -
FluxSpace: Disentangled Semantic Editing in Rectified Flow Transformers
Paper • 2412.09611 • Published • 11 -
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing
Paper • 2412.07517 • Published • 11
Control Methods for Diffusion and Score Models
-
LoRACLR: Contrastive Adaptation for Customization of Diffusion Models
Paper • 2412.09622 • Published • 8 -
AnyDressing: Customizable Multi-Garment Virtual Dressing via Latent Diffusion Models
Paper • 2412.04146 • Published • 23 -
Learning Flow Fields in Attention for Controllable Person Image Generation
Paper • 2412.08486 • Published • 36 -
LoRA.rar: Learning to Merge LoRAs via Hypernetworks for Subject-Style Conditioned Image Generation
Paper • 2412.05148 • Published • 12
-
EffectErase: Joint Video Object Removal and Insertion for High-Quality Effect Erasing
Paper • 2603.19224 • Published • 18 -
SAMA: Factorized Semantic Anchoring and Motion Alignment for Instruction-Guided Video Editing
Paper • 2603.19228 • Published • 68 -
VOID: Video Object and Interaction Deletion
Paper • 2604.02296 • Published • 55
-
Emu3.5: Native Multimodal Models are World Learners
Paper • 2510.26583 • Published • 116 -
Cambrian-S: Towards Spatial Supersensing in Video
Paper • 2511.04670 • Published • 39 -
MagicWorld: Interactive Geometry-driven Video World Exploration
Paper • 2511.18886 • Published • 19 -
WorldPlay: Towards Long-Term Geometric Consistency for Real-Time Interactive World Modeling
Paper • 2512.14614 • Published • 73
-
LightMem: Lightweight and Efficient Memory-Augmented Generation
Paper • 2510.18866 • Published • 116 -
O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents
Paper • 2511.13593 • Published • 28 -
GradMem: Learning to Write Context into Memory with Test-Time Gradient Descent
Paper • 2603.13875 • Published • 36 -
SuperLocalMemory V3: Information-Geometric Foundations for Zero-LLM Enterprise Agent Memory
Paper • 2603.14588 • Published • 3
-
Fathom-DeepResearch: Unlocking Long Horizon Information Retrieval and Synthesis for SLMs
Paper • 2509.24107 • Published • 80 -
Beyond Turn Limits: Training Deep Search Agents with Dynamic Context Window
Paper • 2510.08276 • Published • 10 -
DeepWideSearch: Benchmarking Depth and Width in Agentic Information Seeking
Paper • 2510.20168 • Published • 28 -
Enterprise Deep Research: Steerable Multi-Agent Deep Research for Enterprise Analytics
Paper • 2510.17797 • Published • 11
-
MaPPO: Maximum a Posteriori Preference Optimization with Prior Knowledge
Paper • 2507.21183 • Published • 15 -
MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE
Paper • 2507.21802 • Published • 20 -
EDGE-GRPO: Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity
Paper • 2507.21848 • Published • 9 -
Agentic Reinforced Policy Optimization
Paper • 2507.19849 • Published • 161
-
Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs
Paper • 2507.09477 • Published • 89 -
BYOKG-RAG: Multi-Strategy Graph Retrieval for Knowledge Graph Question Answering
Paper • 2507.04127 • Published • 10 -
Efficiency-Effectiveness Reranking FLOPs for LLM-based Rerankers
Paper • 2507.06223 • Published • 14 -
SitEmb-v1.5: Improved Context-Aware Dense Retrieval for Semantic Association and Long Story Comprehension
Paper • 2508.01959 • Published • 61
-
On the rankability of visual embeddings
Paper • 2507.03683 • Published • 16 -
When Tokens Talk Too Much: A Survey of Multimodal Long-Context Token Compression across Images, Videos, and Audios
Paper • 2507.20198 • Published • 28 -
Emergent Compositional Communication for Latent World Properties
Paper • 2604.03266 • Published • 7
-
Perception-Aware Policy Optimization for Multimodal Reasoning
Paper • 2507.06448 • Published • 48 -
High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning
Paper • 2507.05920 • Published • 12 -
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency
Paper • 2508.18265 • Published • 224 -
Latent Chain-of-Thought for Visual Reasoning
Paper • 2510.23925 • Published • 10
-
Treasure Hunt: Real-time Targeting of the Long Tail using Training-Time Markers
Paper • 2506.14702 • Published • 3 -
MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention
Paper • 2506.13585 • Published • 278 -
Scaling Test-time Compute for LLM Agents
Paper • 2506.12928 • Published • 64 -
A Survey on Latent Reasoning
Paper • 2507.06203 • Published • 95
-
VideoDeepResearch: Long Video Understanding With Agentic Tool Using
Paper • 2506.10821 • Published • 19 -
Jan-nano Technical Report
Paper • 2506.22760 • Published • 9 -
MMSearch-R1: Incentivizing LMMs to Search
Paper • 2506.20670 • Published • 64 -
WebSailor: Navigating Super-human Reasoning for Web Agent
Paper • 2507.02592 • Published • 126
-
Astra: Toward General-Purpose Mobile Robots via Hierarchical Multimodal Learning
Paper • 2506.06205 • Published • 30 -
BitVLA: 1-bit Vision-Language-Action Models for Robotics Manipulation
Paper • 2506.07530 • Published • 20 -
Ark: An Open-source Python-based Framework for Robot Learning
Paper • 2506.21628 • Published • 16 -
RoboBrain 2.0 Technical Report
Paper • 2507.02029 • Published • 36
-
Magistral
Paper • 2506.10910 • Published • 69 -
Fractional Reasoning via Latent Steering Vectors Improves Inference Time Compute
Paper • 2506.15882 • Published • 2 -
MiroMind-M1: An Open-Source Advancement in Mathematical Reasoning via Context-Aware Multi-Stage Policy Optimization
Paper • 2507.14683 • Published • 136 -
The Invisible Leash: Why RLVR May Not Escape Its Origin
Paper • 2507.14843 • Published • 85
-
Memory-Efficient Visual Autoregressive Modeling with Scale-Aware KV Cache Compression
Paper • 2505.19602 • Published • 13 -
DiSA: Diffusion Step Annealing in Autoregressive Image Generation
Paper • 2505.20297 • Published • 3 -
AR-RAG: Autoregressive Retrieval Augmentation for Image Generation
Paper • 2506.06962 • Published • 28 -
Locality-aware Parallel Decoding for Efficient Autoregressive Image Generation
Paper • 2507.01957 • Published • 23
-
MMaDA: Multimodal Large Diffusion Language Models
Paper • 2505.15809 • Published • 98 -
Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference
Paper • 2508.02193 • Published • 139 -
Diffusion Language Models Know the Answer Before Decoding
Paper • 2508.19982 • Published • 27 -
Omni-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion
Paper • 2603.06577 • Published • 50
-
Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning
Paper • 2505.15966 • Published • 53 -
GRIT: Teaching MLLMs to Think with Images
Paper • 2505.15879 • Published • 13 -
Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models
Paper • 2505.16854 • Published • 11 -
VLM-R^3: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought
Paper • 2505.16192 • Published • 11
-
Flux Already Knows -- Activating Subject-Driven Image Generation without Training
Paper • 2504.11478 • Published -
Scone: Bridging Composition and Distinction in Subject-Driven Image Generation via Unified Understanding-Generation Modeling
Paper • 2512.12675 • Published • 41 -
MACRO: Advancing Multi-Reference Image Generation with Structured Long-Context Data
Paper • 2603.25319 • Published • 32
-
End-to-End Vision Tokenizer Tuning
Paper • 2505.10562 • Published • 22 -
Global and Local Entailment Learning for Natural World Imagery
Paper • 2506.21476 • Published • 1 -
DINOv3
Paper • 2508.10104 • Published • 308 -
Reasoning Vectors: Transferring Chain-of-Thought Capabilities via Task Arithmetic
Paper • 2509.01363 • Published • 62
-
HoloTime: Taming Video Diffusion Models for Panoramic 4D Scene Generation
Paper • 2504.21650 • Published • 16 -
Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation
Paper • 2505.02836 • Published • 8 -
ImmerseGen: Agent-Guided Immersive World Generation with Alpha-Textured Proxies
Paper • 2506.14315 • Published • 10 -
HunyuanWorld 1.0: Generating Immersive, Explorable, and Interactive 3D Worlds from Words or Pixels
Paper • 2507.21809 • Published • 142
-
Scaling Laws in Patchification: An Image Is Worth 50,176 Tokens And More
Paper • 2502.03738 • Published • 11 -
Better Embeddings with Coupled Adam
Paper • 2502.08441 • Published • 2 -
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment
Paper • 2502.16894 • Published • 33 -
SALT: Singular Value Adaptation with Low-Rank Transformation
Paper • 2503.16055 • Published • 8
-
QLIP: Text-Aligned Visual Tokenization Unifies Auto-Regressive Multimodal Understanding and Generation
Paper • 2502.05178 • Published • 10 -
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation
Paper • 2502.14846 • Published • 16 -
SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features
Paper • 2502.14786 • Published • 165 -
Efficient LLaMA-3.2-Vision by Trimming Cross-attended Visual Features
Paper • 2504.00557 • Published • 15
-
rain1011/pyramid-flow-miniflux
Text-to-Video • Updated • 178 -
TPDiff: Temporal Pyramid Video Diffusion Model
Paper • 2503.09566 • Published • 45 -
Seaweed-7B: Cost-Effective Training of Video Generation Foundation Model
Paper • 2504.08685 • Published • 130 -
Packing Input Frame Context in Next-Frame Prediction Models for Video Generation
Paper • 2504.12626 • Published • 51
-
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos
Paper • 2501.04001 • Published • 49 -
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token
Paper • 2501.03895 • Published • 52 -
An Empirical Study of Autoregressive Pre-training from Videos
Paper • 2501.05453 • Published • 41 -
MatchAnything: Universal Cross-Modality Image Matching with Large-Scale Pre-Training
Paper • 2501.07556 • Published • 7
-
VMix: Improving Text-to-Image Diffusion Model with Cross-Attention Mixing Control
Paper • 2412.20800 • Published • 11 -
Padding Tone: A Mechanistic Analysis of Padding Tokens in T2I Models
Paper • 2501.06751 • Published • 32 -
Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps
Paper • 2501.09732 • Published • 72 -
Learnings from Scaling Visual Tokenizers for Reconstruction and Generation
Paper • 2501.09755 • Published • 35
-
1.58-bit FLUX
Paper • 2412.18653 • Published • 86 -
Region-Adaptive Sampling for Diffusion Transformers
Paper • 2502.10389 • Published • 53 -
One-step Diffusion Models with f-Divergence Distribution Matching
Paper • 2502.15681 • Published • 8 -
FlexiDiT: Your Diffusion Transformer Can Easily Generate High-Quality Samples with Less Compute
Paper • 2502.20126 • Published • 19
-
Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesis
Paper • 2412.15322 • Published • 20 -
Voila: Voice-Language Foundation Models for Real-Time Autonomous Interaction and Voice Role-Play
Paper • 2505.02707 • Published • 85 -
LLaMA-Omni2: LLM-based Real-time Spoken Chatbot with Autoregressive Streaming Speech Synthesis
Paper • 2505.02625 • Published • 23 -
Fast Text-to-Audio Generation with Adversarial Post-Training
Paper • 2505.08175 • Published • 26
-
StyleMaster: Stylize Your Video with Artistic Generation and Translation
Paper • 2412.07744 • Published • 20 -
Video Motion Transfer with Diffusion Transformers
Paper • 2412.07776 • Published • 17 -
ObjCtrl-2.5D: Training-free Object Control with Camera Poses
Paper • 2412.07721 • Published • 9 -
MotionShop: Zero-Shot Motion Transfer in Video Diffusion Models with Mixture of Score Guidance
Paper • 2412.05355 • Published • 8
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Negative Token Merging: Image-based Adversarial Feature Guidance
Paper • 2412.01339 • Published • 22 -
Efficient Distillation of Classifier-Free Guidance using Adapters
Paper • 2503.07274 • Published • 4 -
Flow-GRPO: Training Flow Matching Models via Online RL
Paper • 2505.05470 • Published • 89 -
Temporal Alignment Guidance: On-Manifold Sampling in Diffusion Models
Paper • 2510.11057 • Published • 31
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Arbitrary-steps Image Super-resolution via Diffusion Inversion
Paper • 2412.09013 • Published • 13 -
SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration
Paper • 2501.01320 • Published • 13 -
V-Bridge: Bridging Video Generative Priors to Versatile Few-shot Image Restoration
Paper • 2603.13089 • Published • 13 -
SparkVSR: Interactive Video Super-Resolution via Sparse Keyframe Propagation
Paper • 2603.16864 • Published • 17
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Learned Compression for Compressed Learning
Paper • 2412.09405 • Published • 13 -
Distillation Scaling Laws
Paper • 2502.08606 • Published • 47 -
TTRL: Test-Time Reinforcement Learning
Paper • 2504.16084 • Published • 122 -
Limitations of Normalization in Attention Mechanism
Paper • 2508.17821 • Published • 7
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Apollo: An Exploration of Video Understanding in Large Multimodal Models
Paper • 2412.10360 • Published • 147 -
SeFAR: Semi-supervised Fine-grained Action Recognition with Temporal Perturbation and Learning Stabilization
Paper • 2501.01245 • Published • 5 -
VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM
Paper • 2501.00599 • Published • 46 -
Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks
Paper • 2501.08326 • Published • 34
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VividFace: A Diffusion-Based Hybrid Framework for High-Fidelity Video Face Swapping
Paper • 2412.11279 • Published • 13 -
MagicFace: High-Fidelity Facial Expression Editing with Action-Unit Control
Paper • 2501.02260 • Published • 5 -
GaussianAvatar-Editor: Photorealistic Animatable Gaussian Head Avatar Editor
Paper • 2501.09978 • Published • 6 -
FantasyID: Face Knowledge Enhanced ID-Preserving Video Generation
Paper • 2502.13995 • Published • 9
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Byte Latent Transformer: Patches Scale Better Than Tokens
Paper • 2412.09871 • Published • 108 -
Causal Diffusion Transformers for Generative Modeling
Paper • 2412.12095 • Published • 23 -
Tensor Product Attention Is All You Need
Paper • 2501.06425 • Published • 91 -
TransMLA: Multi-head Latent Attention Is All You Need
Paper • 2502.07864 • Published • 69
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Efficient Generative Modeling with Residual Vector Quantization-Based Tokens
Paper • 2412.10208 • Published • 19 -
Normalizing Flows are Capable Generative Models
Paper • 2412.06329 • Published • 11 -
A Noise is Worth Diffusion Guidance
Paper • 2412.03895 • Published • 29 -
Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models
Paper • 2501.01423 • Published • 44
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BrushEdit: All-In-One Image Inpainting and Editing
Paper • 2412.10316 • Published • 37 -
ColorFlow: Retrieval-Augmented Image Sequence Colorization
Paper • 2412.11815 • Published • 27 -
FluxSpace: Disentangled Semantic Editing in Rectified Flow Transformers
Paper • 2412.09611 • Published • 11 -
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing
Paper • 2412.07517 • Published • 11
Video Generation
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DynamicScaler: Seamless and Scalable Video Generation for Panoramic Scenes
Paper • 2412.11100 • Published • 7 -
LinGen: Towards High-Resolution Minute-Length Text-to-Video Generation with Linear Computational Complexity
Paper • 2412.09856 • Published • 11 -
DisPose: Disentangling Pose Guidance for Controllable Human Image Animation
Paper • 2412.09349 • Published • 8 -
MEMO: Memory-Guided Diffusion for Expressive Talking Video Generation
Paper • 2412.04448 • Published • 10
Control Methods for Diffusion and Score Models
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LoRACLR: Contrastive Adaptation for Customization of Diffusion Models
Paper • 2412.09622 • Published • 8 -
AnyDressing: Customizable Multi-Garment Virtual Dressing via Latent Diffusion Models
Paper • 2412.04146 • Published • 23 -
Learning Flow Fields in Attention for Controllable Person Image Generation
Paper • 2412.08486 • Published • 36 -
LoRA.rar: Learning to Merge LoRAs via Hypernetworks for Subject-Style Conditioned Image Generation
Paper • 2412.05148 • Published • 12
Image Generation
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Causal Diffusion Transformers for Generative Modeling
Paper • 2412.12095 • Published • 23 -
SnapGen: Taming High-Resolution Text-to-Image Models for Mobile Devices with Efficient Architectures and Training
Paper • 2412.09619 • Published • 32 -
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation
Paper • 2412.07589 • Published • 48 -
Flowing from Words to Pixels: A Framework for Cross-Modality Evolution
Paper • 2412.15213 • Published • 28