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Collections including paper arxiv:2412.08737

Synthetic Data and Self-Improvement

Training Software Engineering Agents and Verifiers with SWE-Gym

Paper • 2412.21139 • Published Dec 30, 2024 • 24
Evaluating Language Models as Synthetic Data Generators

Paper • 2412.03679 • Published Dec 4, 2024 • 48
Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 151
Self-Discover: Large Language Models Self-Compose Reasoning Structures

Paper • 2402.03620 • Published Feb 6, 2024 • 117

MIT-10M: A Large Scale Parallel Corpus of Multilingual Image Translation

Paper • 2412.07147 • Published Dec 10, 2024 • 5
Grounding Descriptions in Images informs Zero-Shot Visual Recognition

Paper • 2412.04429 • Published Dec 5, 2024
Exploring Multi-Grained Concept Annotations for Multimodal Large Language Models

Paper • 2412.05939 • Published Dec 8, 2024 • 16
Euclid: Supercharging Multimodal LLMs with Synthetic High-Fidelity Visual Descriptions

Paper • 2412.08737 • Published Dec 11, 2024 • 54

MutiModal_Paper

PUMA: Empowering Unified MLLM with Multi-granular Visual Generation

Paper • 2410.13861 • Published Oct 17, 2024 • 56
JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation

Paper • 2411.07975 • Published Nov 12, 2024 • 31
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Paper • 2411.10442 • Published Nov 15, 2024 • 86
Multimodal Autoregressive Pre-training of Large Vision Encoders

Paper • 2411.14402 • Published Nov 21, 2024 • 47

LinFusion: 1 GPU, 1 Minute, 16K Image

Paper • 2409.02097 • Published Sep 3, 2024 • 34
Phidias: A Generative Model for Creating 3D Content from Text, Image, and 3D Conditions with Reference-Augmented Diffusion

Paper • 2409.11406 • Published Sep 17, 2024 • 27
Diffusion Models Are Real-Time Game Engines

Paper • 2408.14837 • Published Aug 27, 2024 • 126
Segment Anything with Multiple Modalities

Paper • 2408.09085 • Published Aug 17, 2024 • 22

Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs

Paper • 2406.16860 • Published Jun 24, 2024 • 63
Understanding Alignment in Multimodal LLMs: A Comprehensive Study

Paper • 2407.02477 • Published Jul 2, 2024 • 24
LongVILA: Scaling Long-Context Visual Language Models for Long Videos

Paper • 2408.10188 • Published Aug 19, 2024 • 52
Building and better understanding vision-language models: insights and future directions

Paper • 2408.12637 • Published Aug 22, 2024 • 133

interest_need_read

感兴趣热门论文集合

ProcessBench: Identifying Process Errors in Mathematical Reasoning

Paper • 2412.06559 • Published Dec 9, 2024 • 84
Maya: An Instruction Finetuned Multilingual Multimodal Model

Paper • 2412.07112 • Published Dec 10, 2024 • 28
OpenAI o1 System Card

Paper • 2412.16720 • Published Dec 21, 2024 • 36
Diving into Self-Evolving Training for Multimodal Reasoning

Paper • 2412.17451 • Published Dec 23, 2024 • 42

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

Rethinking Data Selection at Scale: Random Selection is Almost All You Need

Paper • 2410.09335 • Published Oct 12, 2024 • 16
From Generalist to Specialist: Adapting Vision Language Models via Task-Specific Visual Instruction Tuning

Paper • 2410.06456 • Published Oct 9, 2024 • 37
Emergent properties with repeated examples

Paper • 2410.07041 • Published Oct 9, 2024 • 8
Personalized Visual Instruction Tuning

Paper • 2410.07113 • Published Oct 9, 2024 • 70

Multimodal Benchmarks

Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model

Paper • 2407.07053 • Published Jul 9, 2024 • 47
LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models

Paper • 2407.12772 • Published Jul 17, 2024 • 35
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models

Paper • 2407.11691 • Published Jul 16, 2024 • 15
MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models

Paper • 2408.02718 • Published Aug 5, 2024 • 62

General Multimodal Learning

Multimodal Pathway: Improve Transformers with Irrelevant Data from Other Modalities

Paper • 2401.14405 • Published Jan 25, 2024 • 13
CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs

Paper • 2406.18521 • Published Jun 26, 2024 • 29
xGen-VideoSyn-1: High-fidelity Text-to-Video Synthesis with Compressed Representations

Paper • 2408.12590 • Published Aug 22, 2024 • 36
Law of Vision Representation in MLLMs

Paper • 2408.16357 • Published Aug 29, 2024 • 95

Synthetic Data and Self-Improvement

Training Software Engineering Agents and Verifiers with SWE-Gym

Paper • 2412.21139 • Published Dec 30, 2024 • 24
Evaluating Language Models as Synthetic Data Generators

Paper • 2412.03679 • Published Dec 4, 2024 • 48
Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 151
Self-Discover: Large Language Models Self-Compose Reasoning Structures

Paper • 2402.03620 • Published Feb 6, 2024 • 117

interest_need_read

感兴趣热门论文集合

ProcessBench: Identifying Process Errors in Mathematical Reasoning

Paper • 2412.06559 • Published Dec 9, 2024 • 84
Maya: An Instruction Finetuned Multilingual Multimodal Model

Paper • 2412.07112 • Published Dec 10, 2024 • 28
OpenAI o1 System Card

Paper • 2412.16720 • Published Dec 21, 2024 • 36
Diving into Self-Evolving Training for Multimodal Reasoning

Paper • 2412.17451 • Published Dec 23, 2024 • 42

MIT-10M: A Large Scale Parallel Corpus of Multilingual Image Translation

Paper • 2412.07147 • Published Dec 10, 2024 • 5
Grounding Descriptions in Images informs Zero-Shot Visual Recognition

Paper • 2412.04429 • Published Dec 5, 2024
Exploring Multi-Grained Concept Annotations for Multimodal Large Language Models

Paper • 2412.05939 • Published Dec 8, 2024 • 16
Euclid: Supercharging Multimodal LLMs with Synthetic High-Fidelity Visual Descriptions

Paper • 2412.08737 • Published Dec 11, 2024 • 54

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

MutiModal_Paper

PUMA: Empowering Unified MLLM with Multi-granular Visual Generation

Paper • 2410.13861 • Published Oct 17, 2024 • 56
JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation

Paper • 2411.07975 • Published Nov 12, 2024 • 31
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Paper • 2411.10442 • Published Nov 15, 2024 • 86
Multimodal Autoregressive Pre-training of Large Vision Encoders

Paper • 2411.14402 • Published Nov 21, 2024 • 47

Rethinking Data Selection at Scale: Random Selection is Almost All You Need

Paper • 2410.09335 • Published Oct 12, 2024 • 16
From Generalist to Specialist: Adapting Vision Language Models via Task-Specific Visual Instruction Tuning

Paper • 2410.06456 • Published Oct 9, 2024 • 37
Emergent properties with repeated examples

Paper • 2410.07041 • Published Oct 9, 2024 • 8
Personalized Visual Instruction Tuning

Paper • 2410.07113 • Published Oct 9, 2024 • 70

LinFusion: 1 GPU, 1 Minute, 16K Image

Paper • 2409.02097 • Published Sep 3, 2024 • 34
Phidias: A Generative Model for Creating 3D Content from Text, Image, and 3D Conditions with Reference-Augmented Diffusion

Paper • 2409.11406 • Published Sep 17, 2024 • 27
Diffusion Models Are Real-Time Game Engines

Paper • 2408.14837 • Published Aug 27, 2024 • 126
Segment Anything with Multiple Modalities

Paper • 2408.09085 • Published Aug 17, 2024 • 22

Multimodal Benchmarks

Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model

Paper • 2407.07053 • Published Jul 9, 2024 • 47
LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models

Paper • 2407.12772 • Published Jul 17, 2024 • 35
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models

Paper • 2407.11691 • Published Jul 16, 2024 • 15
MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models

Paper • 2408.02718 • Published Aug 5, 2024 • 62

Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs

Paper • 2406.16860 • Published Jun 24, 2024 • 63
Understanding Alignment in Multimodal LLMs: A Comprehensive Study

Paper • 2407.02477 • Published Jul 2, 2024 • 24
LongVILA: Scaling Long-Context Visual Language Models for Long Videos

Paper • 2408.10188 • Published Aug 19, 2024 • 52
Building and better understanding vision-language models: insights and future directions

Paper • 2408.12637 • Published Aug 22, 2024 • 133

General Multimodal Learning

Multimodal Pathway: Improve Transformers with Irrelevant Data from Other Modalities

Paper • 2401.14405 • Published Jan 25, 2024 • 13
CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs

Paper • 2406.18521 • Published Jun 26, 2024 • 29
xGen-VideoSyn-1: High-fidelity Text-to-Video Synthesis with Compressed Representations

Paper • 2408.12590 • Published Aug 22, 2024 • 36
Law of Vision Representation in MLLMs

Paper • 2408.16357 • Published Aug 29, 2024 • 95

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