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Benchmarking SAC & TD3 with FeedForward, LSTM, BiLSTM, and Transformer encoders on BipedalWalkerHardcore-v3. Best score: 303.6. Includes 8 pretrained models, training logs, evaluation videos, and full reproduction scripts.