DL
Deep Learning |
No definition in the appendix. |
Training, FT (full), FT (partial), PEFT (LoRA, adapters), DA, FSL, Retraining, CL, TIL, DIL, LP, LEACE, Adversarial Training, Meta-Learning, MTL, Self-Play, Curriculum Learning, Active Learning, Data Augmentation, Semi-SL, SSL / CPT, DP-FT, FL, KD, Model Compression, TTA, Calibration, Machine Unlearning
28 technique(s) |
FM
Foundation Model |
No definition in the appendix. |
Training, FT (full), FT (partial), PEFT (LoRA, adapters), DA, FSL, Retraining, CL, TIL, DIL, LP, LEACE, Adversarial Training, Meta-Learning, MTL, Curriculum Learning, Active Learning, Data Augmentation, Semi-SL, SSL / CPT, DP-FT, FL, KD, Model Compression, Task Arith. & Model Merging, Long-Context Ext., MoE, Prompt Learning, TTA, Calibration, Cross-Modal Alignment, Machine Unlearning
32 technique(s) |
LLM
Large Language Model |
No definition in the appendix. |
Training, FT (full), FT (partial), PEFT (LoRA, adapters), ReFT, Retraining, CL, SFT, RLHF (LLM Alignment), DPO, RLAIF/CAI, RLVR/GRPO, LP, LEACE, Adversarial Training, MTL, Self-Play, Curriculum Learning, Active Learning, Data Augmentation, Semi-SL, SSL / CPT, DP-FT, FL, KD, Model Compression, Task Arith. & Model Merging, Long-Context Ext., MoE, PE, Prompt Learning, APO, RAG, ICL, CE, Test-Time Compute Scaling, Calibration, Machine Unlearning, Knowledge Editing, Activation Steering
40 technique(s) |
ML
Machine Learning |
No definition in the appendix. |
Training, Retraining, Curriculum Learning, Active Learning, Data Augmentation, Semi-SL, FL, Calibration
8 technique(s) |
MLLM
Multimodal Large Language Model |
No definition in the appendix. |
Training, FT (full), FT (partial), PEFT (LoRA, adapters), ReFT, Retraining, CL, SFT, RLHF (LLM Alignment), DPO, RLAIF/CAI, RLVR/GRPO, LP, LEACE, MTL, Curriculum Learning, Active Learning, Data Augmentation, Semi-SL, SSL / CPT, DP-FT, FL, KD, Model Compression, Task Arith. & Model Merging, Long-Context Ext., MoE, PE, Prompt Learning, APO, RAG, ICL, CE, Test-Time Compute Scaling, Calibration, Cross-Modal Alignment, Modality-Spec. Adapters, Multimodal Instr. Tuning, Machine Unlearning, Knowledge Editing, Activation Steering
41 technique(s) |