{ "experiment": "Differentiable content addressing versus fixed-state recall", "training_slots": [ 2, 8 ], "results": { "memory": { "parameters": 4673, "runs": [ { "seed": 2281, "slots_8": { "accuracy": 1.0, "examples": 4096, "mean_attention_on_correct_slot": 0.9999377218191512 }, "slots_16": { "accuracy": 1.0, "examples": 4096, "mean_attention_on_correct_slot": 0.9998665036546299 }, "slots_32": { "accuracy": 1.0, "examples": 4096, "mean_attention_on_correct_slot": 0.9997205645777285 } }, { "seed": 2287, "slots_8": { "accuracy": 1.0, "examples": 4096, "mean_attention_on_correct_slot": 0.9999373428727267 }, "slots_16": { "accuracy": 1.0, "examples": 4096, "mean_attention_on_correct_slot": 0.9998682647856185 }, "slots_32": { "accuracy": 1.0, "examples": 4096, "mean_attention_on_correct_slot": 0.999723744156654 } }, { "seed": 2293, "slots_8": { "accuracy": 1.0, "examples": 4096, "mean_attention_on_correct_slot": 0.9999510854540858 }, "slots_16": { "accuracy": 1.0, "examples": 4096, "mean_attention_on_correct_slot": 0.9998970205051592 }, "slots_32": { "accuracy": 1.0, "examples": 4096, "mean_attention_on_correct_slot": 0.9997834917012369 } } ], "accuracy_mean": { "slots_8": 1.0, "slots_16": 1.0, "slots_32": 1.0 }, "correct_slot_attention_mean": { "slots_8": 0.9999420500486546, "slots_16": 0.9998772629818026, "slots_32": 0.9997426001452064 } }, "gru": { "parameters": 5584, "runs": [ { "seed": 2281, "slots_8": { "accuracy": 0.132080078125, "examples": 4096 }, "slots_16": { "accuracy": 0.083984375, "examples": 4096 }, "slots_32": { "accuracy": 0.044677734375, "examples": 4096 } }, { "seed": 2287, "slots_8": { "accuracy": 0.135009765625, "examples": 4096 }, "slots_16": { "accuracy": 0.0703125, "examples": 4096 }, "slots_32": { "accuracy": 0.046142578125, "examples": 4096 } }, { "seed": 2293, "slots_8": { "accuracy": 0.13818359375, "examples": 4096 }, "slots_16": { "accuracy": 0.075439453125, "examples": 4096 }, "slots_32": { "accuracy": 0.047119140625, "examples": 4096 } } ], "accuracy_mean": { "slots_8": 0.13509114583333334, "slots_16": 0.07657877604166667, "slots_32": 0.045979817708333336 } } } }