To catch up with the current state of AI, consider these essential papers: "Attention is All You Need" for transformers, "Chinchilla" for data scaling laws, "InstructGPT" and "self-instruct" for instruction tuning, "Alpaca" and "Llama 2" for training efficient models, and PPO for training methods. Also, "DPO" and "Mamba" are recommended.