repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 24d ago

hiyouga/LlamaFactory

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

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Paper → model → repo connections mined from source citations (Tier-1 exact match).

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Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.

PossiblePossibly related (embedding) · 53%Fine-tune a small model on your own data →
PossiblePossibly related (embedding) · 53%Beyond LoRA: Can you beat the most popular fine-tuning technique? →
PossiblePossibly related (embedding) · 50%OpenAI and Broadcom announce chip designed for LLM inference at scale →
PossiblePossibly related (embedding) · 48%Evaluate a model properly →
PossiblePossibly related (embedding) · 47%OpenAI and Broadcom unveil LLM-optimized inference chip →
FuzzyOverlapping authors or contributors · 62%From RGB Generation to Dense Field Readout: Pixel-Space Dense Prediction with Text-to-Image Models →
“Shared author/contributor keys: lin”
FuzzyOverlapping authors or contributors · 62%Towards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models →
“Shared author/contributor keys: lin”
FuzzyOverlapping authors or contributors · 62%MonoIR-RS: Infrared Remote Sensing Vision-Language Learning with CLIP and VLM Adaptation →
“Shared author/contributor keys: lin”

Covers

newsBeyond LoRA: Can you beat the most popular fine-tuning technique?newsOpenAI and Broadcom announce chip designed for LLM inference at scale newsOpenAI and Broadcom unveil LLM-optimized inference chip

Implements

paperFrom RGB Generation to Dense Field Readout: Pixel-Space Dense Prediction with Text-to-Image Models paperTowards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models paperMonoIR-RS: Infrared Remote Sensing Vision-Language Learning with CLIP and VLM Adaptation paperPost-Training Shifts Confidence: A Three-Stage Analysis of How SFT, RL, and OPD Shape Pre-, Intra-, and Post-CoT Calibration paperPanoWorld: Real-World Panoramic Generation paperDynaKRAG: A Unified Framework for Learnable Evidence Control in Multi-Hop Retrieval-Augmented Generation paperGatedLinear: Adaptive Routing of Complementary Linear Bases for Time Series Forecasting paperWat3R: Underwater 3D Geometry Learning without Annotations paperLongVQUBench: Benchmarking Long-Term Video Quality Understanding of Vision-Language Models paperSynthetic-to-Real Translation for Class-Agnostic Motion Prediction paperDominoTree: Conditional Tree-Structured Drafting with Domino for Speculative Decoding paperStable Self-Modulating Quantum Fast-Weight Programmers with Bounded Memory Gates paperReCal3R: Reliability-Calibrated Learning Rates for Streaming 3D Reconstruction paperLLM Agents for Deliberative Collaboration: A Study on Joint Decision Making Under Partial Observability paperSMetric: Rethink LLM Scheduling for Serving Agents with Balanced Session-centric Scheduling paperCan LLMs Write Reliable Rubrics? A Meta-Evaluation for Experiment Reproduction paperSIVA-RL: Sensitivity-Invariance Visual Alignment for Multimodal Reinforcement Learning paperMM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization paperScaling Behavior Foundation Model for Humanoid Robots paperBeyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding paperWeakly-Supervised RGB-D Salient Object Detection via SAM-driven Pseudo Annotation and State Space Interaction-based Diffusion paperOn Success and Simplicity: A Second Look at Transferable Vision-Language Attack Pipeline paperChartGenEval: Corruption-Tested Multi-Dimensional Feedback for Rhythm-Game Chart Generation paperEAGLE-360: Embodied Active Global-to-Local Exploration in 360$^\circ$paperRethinking Quantum Continual Learning with Quantum Fisher Information paperDepthART: Scaling Foundation Monocular Depth to Tiny Models paperCross-Coordinate Correspondence Pruning for Image-to-Point Cloud Registration paperAutoregressive B-Rep Shape Generation with Parametric Surfaces paperSparse Evidence Can Suffice: Agentic Evidence Seeking for Multimodal Video Misinformation Detection paperPPL-Factory: Task-Aware and Budget-Aware Data Selection from Language Modeling to Reasoning paperVGOcc: Learning Visual-Geometric Gaussians for Vision-Centric 3D Driving Occupancy Prediction paperWhat Transfers Under Source Shift? Definitions, Examples, and Fine-Tuning for Climate Disclosure Classification paperMulti-Modal, Multi-Environment Machine Teaching for Robust Reward Learning paperMemOps: Benchmarking Lifecycle Memory Operations in Long-Horizon Conversations paperCR-Refiner: An Object-Centric Optimal Transport Reranker for Edit-Conditioned 3D Scene Retrieval paperGATE-3D: Geometry-Aware Test-time Adaptive Reranking for Open-Set 3D Shape Retrieval paperWavefront Parallelization for Efficient Learned Image Compression paperFlash EQ-Linear: Accelerating Equivariant Linear Layers via Group-wise Discrete Fourier Transform paperTexture++: Elevating 3D Asset Texture Resolution with a Region-Aware Diffusion Model paperMedGame: Storytelling Gamification Empowered by Large Language Models for Medical Education paperLocalize, Then Reason: Visual Latent Structural Reasoning for Molecular Properties and Edits paperHumanTracker: Towards Comprehensive and Human-Aligned Motion Tracking Benchmark paperSNM-VFI: Symmetric Nonlinear Motion-Guided Generative Video Frame Interpolation paperFrom Style Replication to Style Exploration: Enabling Art Style Exploration with Analyze-Experiment-Resituate Framework paperCPI-Bench: A Comprehensive,Practical and Intelligent Benchmark for Real-World Image Editing paperScalable Visual Pretraining for Language Intelligence paperSearch Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation

Related to (incoming)

modeldeepseek-ai/DeepSeek-R1 modelmeta-llama/Meta-Llama-3-8B modelmeta-llama/Llama-3.1-8B-Instruct modelmeta-llama/Llama-2-7b-chat-hf modelmeta-llama/Meta-Llama-3-8B-Instruct modelmeta-llama/Llama-2-7b modelmeta-llama/Llama-3.3-70B-Instruct

Covers (incoming)

newsFine-Tuning Tool-Calling LLMs: A Complete Guide Using XYZ-Aquila-SFT and Qwen3 - MarkTechPost

Related across the graph

paperFrom RGB Generation to Dense Field Readout: Pixel-Space Dense Prediction with Text-to-Image Models paperScalable Visual Pretraining for Language Intelligence tutorialFine-tune a small model on your own data paperPanoWorld: Real-World Panoramic Generation personMengqingCao paperDynaKRAG: A Unified Framework for Learnable Evidence Control in Multi-Hop Retrieval-Augmented Generation paperGatedLinear: Adaptive Routing of Complementary Linear Bases for Time Series Forecasting paperWat3R: Underwater 3D Geometry Learning without Annotations paperTexture++: Elevating 3D Asset Texture Resolution with a Region-Aware Diffusion Model paperWavefront Parallelization for Efficient Learned Image Compression paperLocalize, Then Reason: Visual Latent Structural Reasoning for Molecular Properties and Edits newsOpenAI and Broadcom announce chip designed for LLM inference at scale personjohannhartmann persontangefly paperMonoIR-RS: Infrared Remote Sensing Vision-Language Learning with CLIP and VLM Adaptation paperLongVQUBench: Benchmarking Long-Term Video Quality Understanding of Vision-Language Models paperCPI-Bench: A Comprehensive,Practical and Intelligent Benchmark for Real-World Image Editing personfrozenleaves modelmeta-llama/Llama-3.1-8B-Instruct paperSynthetic-to-Real Translation for Class-Agnostic Motion Prediction paperLLM Agents for Deliberative Collaboration: A Study on Joint Decision Making Under Partial Observability paperSMetric: Rethink LLM Scheduling for Serving Agents with Balanced Session-centric Scheduling personBugmak3rK paperDominoTree: Conditional Tree-Structured Drafting with Domino for Speculative Decoding paperPost-Training Shifts Confidence: A Three-Stage Analysis of How SFT, RL, and OPD Shape Pre-, Intra-, and Post-CoT Calibration personZeyi-Lin newsOpenAI and Broadcom unveil LLM-optimized inference chip paperMM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization paperStable Self-Modulating Quantum Fast-Weight Programmers with Bounded Memory Gates paperReCal3R: Reliability-Calibrated Learning Rates for Streaming 3D Reconstruction newsFine-Tuning Tool-Calling LLMs: A Complete Guide Using XYZ-Aquila-SFT and Qwen3 - MarkTechPost paperFlash EQ-Linear: Accelerating Equivariant Linear Layers via Group-wise Discrete Fourier Transform newsBeyond LoRA: Can you beat the most popular fine-tuning technique?personBUAADreamer paperCan LLMs Write Reliable Rubrics? A Meta-Evaluation for Experiment Reproduction personxvxuopop paperMulti-Modal, Multi-Environment Machine Teaching for Robust Reward Learning personkhazic paperWeakly-Supervised RGB-D Salient Object Detection via SAM-driven Pseudo Annotation and State Space Interaction-based Diffusion personhzhaoy paperSIVA-RL: Sensitivity-Invariance Visual Alignment for Multimodal Reinforcement Learning paperMemOps: Benchmarking Lifecycle Memory Operations in Long-Horizon Conversations personhiyouga personerictang000 paperOn Success and Simplicity: A Second Look at Transferable Vision-Language Attack Pipeline personJimmyPeilinLi personisLinXu paperVGOcc: Learning Visual-Geometric Gaussians for Vision-Centric 3D Driving Occupancy Prediction paperScaling Behavior Foundation Model for Humanoid Robots persontastelikefeet personsunyi0505 modelmeta-llama/Meta-Llama-3-8B paperGATE-3D: Geometry-Aware Test-time Adaptive Reranking for Open-Set 3D Shape Retrieval paperFrom Style Replication to Style Exploration: Enabling Art Style Exploration with Analyze-Experiment-Resituate Framework paperEAGLE-360: Embodied Active Global-to-Local Exploration in 360$^\circ$modeldeepseek-ai/DeepSeek-R1 personmMrBun paperChartGenEval: Corruption-Tested Multi-Dimensional Feedback for Rhythm-Game Chart Generation paperRethinking Quantum Continual Learning with Quantum Fisher Information personLedzy modelmeta-llama/Meta-Llama-3-8B-Instruct modelmeta-llama/Llama-2-7b paperPPL-Factory: Task-Aware and Budget-Aware Data Selection from Language Modeling to Reasoning personcodemayq paperSparse Evidence Can Suffice: Agentic Evidence Seeking for Multimodal Video Misinformation Detection personjohnnynunez paperBeyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding paperCross-Coordinate Correspondence Pruning for Image-to-Point Cloud Registration paperTowards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models paperWhat Transfers Under Source Shift? Definitions, Examples, and Fine-Tuning for Climate Disclosure Classification personjiaqiw09 personmarko1616 tutorialEvaluate a model properly personKuangdd01 personwangxingjun778 paperCR-Refiner: An Object-Centric Optimal Transport Reranker for Edit-Conditioned 3D Scene Retrieval paperAutoregressive B-Rep Shape Generation with Parametric Surfaces paperDepthART: Scaling Foundation Monocular Depth to Tiny Models paperHumanTracker: Towards Comprehensive and Human-Aligned Motion Tracking Benchmark modelmeta-llama/Llama-2-7b-chat-hf paperSNM-VFI: Symmetric Nonlinear Motion-Guided Generative Video Frame Interpolation modelmeta-llama/Llama-3.3-70B-Instruct paperSearch Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation personshing100 paperMedGame: Storytelling Gamification Empowered by Large Language Models for Medical Education

Topics

agent ai deepseek fine-tuning gemma gpt instruction-tuning large-language-models llama llama3