repoGitHubTrust 82 · PrimaryPublished 5d agoLive · 5d ago

liguodongiot/llm-action

本项目旨在分享大模型相关技术原理以及实战经验（大模型工程化、大模型应用落地）

Lineage graph

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

Why these links exist

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

FuzzySimilar title/name (fuzzy) · 84%STAG: Spatio-temporal Evolving Structural Representation of Action Units for Micro-expression Recognition →
“Fuzzy title match (0.92): “STAG: Spatio-temporal Evolving Structural Representation of ” ≈ “liguodongiot/llm-action””
FuzzySimilar title/name (fuzzy) · 84%PAC-ACT: Post-training Actor-Critic for Action Chunking Transformers →
“Fuzzy title match (0.92): “PAC-ACT: Post-training Actor-Critic for Action Chunking Tran” ≈ “liguodongiot/llm-action””
FuzzySimilar title/name (fuzzy) · 84%ACID: Action Consistency via Inverse Dynamics for Planning with World Models →
“Fuzzy title match (0.92): “ACID: Action Consistency via Inverse Dynamics for Planning w” ≈ “liguodongiot/llm-action””
FuzzySimilar title/name (fuzzy) · 84%Native Video-Action Pretraining for Generalizable Robot Control →
“Fuzzy title match (0.92): “Native Video-Action Pretraining for Generalizable Robot Cont” ≈ “liguodongiot/llm-action””
FuzzySimilar title/name (fuzzy) · 84%BadWAM: When World-Action Models Dream Right but Act Wrong →
“Fuzzy title match (0.92): “BadWAM: When World-Action Models Dream Right but Act Wrong” ≈ “liguodongiot/llm-action””
FuzzySimilar title/name (fuzzy) · 84%Action-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device Tuning →
“Fuzzy title match (0.92): “Action-Factored Multi-Agent Reinforcement Learning for Scala” ≈ “liguodongiot/llm-action””
FuzzySimilar title/name (fuzzy) · 84%Before the Action: Benchmarking LLMs on Prospective Hypothesis Discovery →
“Fuzzy title match (0.92): “Before the Action: Benchmarking LLMs on Prospective Hypothes” ≈ “liguodongiot/llm-action””
FuzzySimilar title/name (fuzzy) · 84%Learning Complementary Action Modeling from Automotive Maintenance Instructions →
“Fuzzy title match (0.92): “Learning Complementary Action Modeling from Automotive Maint” ≈ “liguodongiot/llm-action””

Implements

paperSTAG: Spatio-temporal Evolving Structural Representation of Action Units for Micro-expression Recognition paperPAC-ACT: Post-training Actor-Critic for Action Chunking Transformers paperACID: Action Consistency via Inverse Dynamics for Planning with World Models paperNative Video-Action Pretraining for Generalizable Robot Control paperBadWAM: When World-Action Models Dream Right but Act Wrong paperAction-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device Tuning paperBefore the Action: Benchmarking LLMs on Prospective Hypothesis Discovery paperLearning Complementary Action Modeling from Automotive Maintenance Instructions paperFrom Fixed to Free Cameras: Calibration-Free View-Robust Vision-Language-Action Model paperCognitive Dual-Process Planning for Autonomous Driving with Structured Scene Knowledge and Verifiable Reasoning-Action Consistency paperDo Vision-Language-Action Models Mean What They Say? On the Role of Faithfulness in Embodied Reasoning paperSurgVLA-Bench: Towards Evaluating Vision-Language-Action Models for Laparoscopic Surgical Robotics paperPerceptDrive: Perception Prior World-Action Modeling with Adaptive Expert Routing for End-to-End Autonomous Driving paperTranslation as a Bridging Action: Transferring Manipulation Skills from Humans to Robots paperTraining Vision-Language-Action Models with Dense Embodied Chain-of-Thought Supervision

Related across the graph

paperBefore the Action: Benchmarking LLMs on Prospective Hypothesis Discovery paperSTAG: Spatio-temporal Evolving Structural Representation of Action Units for Micro-expression Recognition paperPerceptDrive: Perception Prior World-Action Modeling with Adaptive Expert Routing for End-to-End Autonomous Driving paperPAC-ACT: Post-training Actor-Critic for Action Chunking Transformers paperACID: Action Consistency via Inverse Dynamics for Planning with World Models paperBadWAM: When World-Action Models Dream Right but Act Wrong paperAction-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device Tuning paperNative Video-Action Pretraining for Generalizable Robot Control paperTranslation as a Bridging Action: Transferring Manipulation Skills from Humans to Robots paperLearning Complementary Action Modeling from Automotive Maintenance Instructions paperDo Vision-Language-Action Models Mean What They Say? On the Role of Faithfulness in Embodied Reasoning paperTraining Vision-Language-Action Models with Dense Embodied Chain-of-Thought Supervision paperSurgVLA-Bench: Towards Evaluating Vision-Language-Action Models for Laparoscopic Surgical Robotics paperFrom Fixed to Free Cameras: Calibration-Free View-Robust Vision-Language-Action Model paperCognitive Dual-Process Planning for Autonomous Driving with Structured Scene Knowledge and Verifiable Reasoning-Action Consistency

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