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HomeNewsTrends'Maths or computer science?': Nobel Prize for Physics sparks debate over machine-learning laureates

'Maths or computer science?': Nobel Prize for Physics sparks debate over machine-learning laureates

While the laureates’ contributions have undeniably shaped modern technological advances, including machine learning, some have argued that the award recognises work more closely related to computer science and mathematics than traditional physics.

October 09, 2024 / 14:34 IST
nobel prize physics

The announcement of the Nobel Prize for Physics, however, triggered a response from many in the scientific and academic communities


The 2024 Nobel Prize in Physics has ignited a wave of online discussion and debate, with many questioning whether this year’s award truly belongs within the realm of physics. The prestigious prize was awarded to John J. Hopfield and Geoffrey E. Hinton for their “foundational discoveries and inventions that enable machine learning with artificial neural networks.”

While the laureates’ contributions have undeniably shaped modern technological advances, including machine learning, some have argued that the award recognises work more closely related to computer science and mathematics than traditional physics.

The Royal Swedish Academy of Sciences, which grants the prize, praised Hopfield and Hinton for their development of technologies using structures in networks to process information, mimicking cognitive functions such as memory and learning. The Academy pointed out that, despite machines not being able to think, the laureates’ work has enabled them to simulate key cognitive processes.


Hopfield’s contribution was the creation of a structure capable of storing and reconstructing information, while Hinton developed a method allowing artificial neural networks to independently discover properties within data. Their work has become foundational in the field of machine learning, helping advance the powerful networks now in use.

The announcement of their award, however, triggered a response from many in the scientific and academic communities, particularly on X (formerly Twitter). Some commentators expressed confusion over how machine learning and artificial neural networks align with the traditional boundaries of physics.


One user remarked sarcastically, “Today’s Nobel in physics is actually for mathematics and was awarded to a molecular biologist and cognitive psychologist,” a reference to the academic backgrounds of the laureates. Another user commented, “According to Nobel, computer science is a branch of physics. So logically, then, mathematics is a branch of literature.”

Many users questioned whether this trend of awarding physics prizes to advances in machine learning signals a shift in the scope of the field. “Is physics dead? Or is every Nobel award going to be made for machine learning advances?” read one post. Another expressed disbelief that a psychologist turned computer scientist had been recognised with a physics prize “for sociological reasons.”

Criticism also extended to the academic standing of the laureates, with some pointing out that John Hopfield, now 91-years-old, is still actively working. “Why is a professor 91 and not retired? Princeton must have really poor retirement benefits,” one commentator quipped.

However, the Academy emphasised that the laureates used tools from physics to build their methods. Hopfield and Hinton's work utilised fundamental concepts from the discipline, contributing to the evolution of technologies that harness neural networks in processing data.

As the conversation continues, it remains clear that the work of Hopfield and Hinton has had a profound impact on the digital age, even if its classification within the physics domain remains contested.

Shubhi Mishra
first published: Oct 9, 2024 02:23 pm

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