Appendix C - List of Abbreviations

List of Abbreviations

Abbreviation Full Form
A2A Agent-to-Agent (protocol)
AGI Artificial General Intelligence
ANN Approximate Nearest Neighbor
API Application Programming Interface
ASI Artificial Superintelligence
ASR Automatic Speech Recognition
AWQ Activation-Aware Weight Quantization
BF16 Brain Floating Point (16-bit)
BLEU Bilingual Evaluation Understudy
BPE Byte Pair Encoding
CLIP Contrastive Language--Image Pre-training
CNN Convolutional Neural Network
CoT Chain-of-Thought
CUDA Compute Unified Device Architecture
DARE Drop And REscale
DiT Diffusion Transformer
DL Deep Learning
DP Data Parallelism
DPO Direct Preference Optimization
DQN Deep Q-Network
EMA Exponential Moving Average
FAISS Facebook AI Similarity Search
FFN Feed-Forward Network
FLOP Floating-Point Operation
FP16/32 16-/32-bit Floating Point
FSDP Fully Sharded Data Parallel
GAT Graph Attention Network
GCN Graph Convolutional Network
GGUF GPT-Generated Unified Format
GIN Graph Isomorphism Network
GNN Graph Neural Network
GPTQ GPT Quantization
GQA Grouped-Query Attention
GRPO Group Relative Policy Optimization
GPU Graphics Processing Unit
HBM High-Bandwidth Memory
HNSW Hierarchical Navigable Small World
IFT Instruction Fine-Tuning
INT4/8 4-/8-bit Integer
JEPA Joint Embedding Predictive Architecture
JIT Just-In-Time (compilation)
KD Knowledge Distillation
KL Kullback--Leibler (divergence)
KV-cache Key--Value Cache
LDM Latent Diffusion Model
LIME Local Interpretable Model-agnostic Explanations
LLM Large Language Model
LoRA Low-Rank Adaptation
MARL Multi-Agent Reinforcement Learning
MCP Model Context Protocol
MCTS Monte Carlo Tree Search
MDP Markov Decision Process
ML Machine Learning
MMLU Massive Multitask Language Understanding
MoE Mixture of Experts
MQA Multi-Query Attention
NLP Natural Language Processing
PEFT Parameter-Efficient Fine-Tuning
PP Pipeline Parallelism
PPO Proximal Policy Optimization
PTQ Post-Training Quantization
QAT Quantization-Aware Training
QLoRA Quantized Low-Rank Adaptation
RAG Retrieval-Augmented Generation
RL Reinforcement Learning
RLAIF Reinforcement Learning from AI Feedback
RLHF Reinforcement Learning from Human Feedback
RMSNorm Root Mean Square Normalization
RNN Recurrent Neural Network
RoPE Rotary Position Embeddings
SAE Sparse Autoencoder
SFT Supervised Fine-Tuning
SGD Stochastic Gradient Descent
SHAP SHapley Additive exPlanations
SLERP Spherical Linear Interpolation
SRAM Static Random-Access Memory
SwiGLU Swish-Gated Linear Unit
TGI Text Generation Inference
TIES Trim, Elect Sign, Disjoint Merge
TP Tensor Parallelism
TPU Tensor Processing Unit
TTS Text-to-Speech
VAE Variational Autoencoder
VLA Vision--Language--Action (model)
VLM Vision--Language Model
VRAM Video Random-Access Memory
XAI Explainable AI
ZeRO Zero Redundancy Optimizer