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Collections including paper arxiv:2501.09732

Generation Quality Enhancement

VMix: Improving Text-to-Image Diffusion Model with Cross-Attention Mixing Control

Paper • 2412.20800 • Published Dec 30, 2024 • 11
Padding Tone: A Mechanistic Analysis of Padding Tokens in T2I Models

Paper • 2501.06751 • Published Jan 12 • 32
Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Paper • 2501.09732 • Published Jan 16 • 71
Learnings from Scaling Visual Tokenizers for Reconstruction and Generation

Paper • 2501.09755 • Published Jan 16 • 36

How to Synthesize Text Data without Model Collapse?

Paper • 2412.14689 • Published Dec 19, 2024 • 52
SepLLM: Accelerate Large Language Models by Compressing One Segment into One Separator

Paper • 2412.12094 • Published Dec 16, 2024 • 11
StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language Models

Paper • 2306.07691 • Published Jun 13, 2023 • 12
iSTFTNet: Fast and Lightweight Mel-Spectrogram Vocoder Incorporating Inverse Short-Time Fourier Transform

Paper • 2203.02395 • Published Mar 4, 2022 • 1

Gen AI Diffusion

Animate-X: Universal Character Image Animation with Enhanced Motion Representation

Paper • 2410.10306 • Published Oct 14, 2024 • 56
ReCapture: Generative Video Camera Controls for User-Provided Videos using Masked Video Fine-Tuning

Paper • 2411.05003 • Published Nov 7, 2024 • 71
TIP-I2V: A Million-Scale Real Text and Image Prompt Dataset for Image-to-Video Generation

Paper • 2411.04709 • Published Nov 5, 2024 • 26
IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation

Paper • 2410.07171 • Published Oct 9, 2024 • 43

Fundamental Research

Scaling Law with Learning Rate Annealing

Paper • 2408.11029 • Published Aug 20, 2024 • 4
Token Turing Machines

Paper • 2211.09119 • Published Nov 16, 2022 • 1
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training

Paper • 2203.12602 • Published Mar 23, 2022 • 1
Getting ViT in Shape: Scaling Laws for Compute-Optimal Model Design

Paper • 2305.13035 • Published May 22, 2023

Compose and Conquer: Diffusion-Based 3D Depth Aware Composable Image Synthesis

Paper • 2401.09048 • Published Jan 17, 2024 • 10
Improving fine-grained understanding in image-text pre-training

Paper • 2401.09865 • Published Jan 18, 2024 • 18
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data

Paper • 2401.10891 • Published Jan 19, 2024 • 62
Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild

Paper • 2401.13627 • Published Jan 24, 2024 • 77

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 9
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 48
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 72
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 38

CompCap: Improving Multimodal Large Language Models with Composite Captions

Paper • 2412.05243 • Published Dec 6, 2024 • 20
LiFT: Leveraging Human Feedback for Text-to-Video Model Alignment

Paper • 2412.04814 • Published Dec 6, 2024 • 47
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale

Paper • 2412.05237 • Published Dec 6, 2024 • 46
Exploring Multi-Grained Concept Annotations for Multimodal Large Language Models

Paper • 2412.05939 • Published Dec 8, 2024 • 16

about 6 hours ago

LLM Pruning and Distillation in Practice: The Minitron Approach

Paper • 2408.11796 • Published Aug 21, 2024 • 57
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

Paper • 2408.09174 • Published Aug 17, 2024 • 52
To Code, or Not To Code? Exploring Impact of Code in Pre-training

Paper • 2408.10914 • Published Aug 20, 2024 • 45
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Paper • 2408.11878 • Published Aug 20, 2024 • 63

Stable Diffusion

Hyper-SD: Trajectory Segmented Consistency Model for Efficient Image Synthesis

Paper • 2404.13686 • Published Apr 21, 2024 • 29
Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Paper • 2406.06525 • Published Jun 10, 2024 • 71
IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models

Paper • 2308.06721 • Published Aug 13, 2023 • 33
Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Paper • 2501.09732 • Published Jan 16 • 71

Generation Quality Enhancement

VMix: Improving Text-to-Image Diffusion Model with Cross-Attention Mixing Control

Paper • 2412.20800 • Published Dec 30, 2024 • 11
Padding Tone: A Mechanistic Analysis of Padding Tokens in T2I Models

Paper • 2501.06751 • Published Jan 12 • 32
Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Paper • 2501.09732 • Published Jan 16 • 71
Learnings from Scaling Visual Tokenizers for Reconstruction and Generation

Paper • 2501.09755 • Published Jan 16 • 36

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 9
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 48
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 72
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 38

How to Synthesize Text Data without Model Collapse?

Paper • 2412.14689 • Published Dec 19, 2024 • 52
SepLLM: Accelerate Large Language Models by Compressing One Segment into One Separator

Paper • 2412.12094 • Published Dec 16, 2024 • 11
StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language Models

Paper • 2306.07691 • Published Jun 13, 2023 • 12
iSTFTNet: Fast and Lightweight Mel-Spectrogram Vocoder Incorporating Inverse Short-Time Fourier Transform

Paper • 2203.02395 • Published Mar 4, 2022 • 1

CompCap: Improving Multimodal Large Language Models with Composite Captions

Paper • 2412.05243 • Published Dec 6, 2024 • 20
LiFT: Leveraging Human Feedback for Text-to-Video Model Alignment

Paper • 2412.04814 • Published Dec 6, 2024 • 47
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale

Paper • 2412.05237 • Published Dec 6, 2024 • 46
Exploring Multi-Grained Concept Annotations for Multimodal Large Language Models

Paper • 2412.05939 • Published Dec 8, 2024 • 16

Gen AI Diffusion

Animate-X: Universal Character Image Animation with Enhanced Motion Representation

Paper • 2410.10306 • Published Oct 14, 2024 • 56
ReCapture: Generative Video Camera Controls for User-Provided Videos using Masked Video Fine-Tuning

Paper • 2411.05003 • Published Nov 7, 2024 • 71
TIP-I2V: A Million-Scale Real Text and Image Prompt Dataset for Image-to-Video Generation

Paper • 2411.04709 • Published Nov 5, 2024 • 26
IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation

Paper • 2410.07171 • Published Oct 9, 2024 • 43

about 6 hours ago

LLM Pruning and Distillation in Practice: The Minitron Approach

Paper • 2408.11796 • Published Aug 21, 2024 • 57
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

Paper • 2408.09174 • Published Aug 17, 2024 • 52
To Code, or Not To Code? Exploring Impact of Code in Pre-training

Paper • 2408.10914 • Published Aug 20, 2024 • 45
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Paper • 2408.11878 • Published Aug 20, 2024 • 63

Fundamental Research

Scaling Law with Learning Rate Annealing

Paper • 2408.11029 • Published Aug 20, 2024 • 4
Token Turing Machines

Paper • 2211.09119 • Published Nov 16, 2022 • 1
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training

Paper • 2203.12602 • Published Mar 23, 2022 • 1
Getting ViT in Shape: Scaling Laws for Compute-Optimal Model Design

Paper • 2305.13035 • Published May 22, 2023

Stable Diffusion

Hyper-SD: Trajectory Segmented Consistency Model for Efficient Image Synthesis

Paper • 2404.13686 • Published Apr 21, 2024 • 29
Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Paper • 2406.06525 • Published Jun 10, 2024 • 71
IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models

Paper • 2308.06721 • Published Aug 13, 2023 • 33
Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Paper • 2501.09732 • Published Jan 16 • 71

Compose and Conquer: Diffusion-Based 3D Depth Aware Composable Image Synthesis

Paper • 2401.09048 • Published Jan 17, 2024 • 10
Improving fine-grained understanding in image-text pre-training

Paper • 2401.09865 • Published Jan 18, 2024 • 18
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data

Paper • 2401.10891 • Published Jan 19, 2024 • 62
Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild

Paper • 2401.13627 • Published Jan 24, 2024 • 77

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