concept

saddle point

A point in a function where the slope is zero but it is not a local extremum.
13 related articles

Description

A saddle point is a point on a surface or in a function where the gradient (slope) is zero, but it is not a local maximum or minimum. In two dimensions, it looks like a mountain pass: the surface rises in one direction and falls in another, resembling a horse's saddle. In higher dimensions, saddle points are more common than extrema and play a crucial role in optimization, physics, and game theory.

History

The concept was formalized in the 19th century by mathematicians like Joseph-Louis Lagrange and Carl Friedrich Gauss, who studied surfaces and critical points. The term 'saddle point' became standard in the early 20th century.

How it works

Mathematically, at a saddle point, all partial derivatives are zero, but the second derivative test is inconclusive: the Hessian matrix has both positive and negative eigenvalues. This means that moving along one direction increases the function, while moving along another decreases it. In optimization algorithms, saddle points are problematic because gradient descent can get stuck there, mistaking them for minima. In physics, saddle points appear in potential energy landscapes, where they correspond to unstable equilibrium states, such as the top of a barrier between two stable configurations.

In practice

Saddle points are central to machine learning, where training neural networks involves navigating high-dimensional loss landscapes filled with saddle points. In physics, they are used in transition state theory to calculate reaction rates.

Fun fact

In a game of chess, the minimax theorem guarantees that every finite two-player zero-sum game has a saddle point in mixed strategies, meaning there is a value that both players can achieve with optimal play.

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Related articles · 13

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A Neighbor's Calm as a Safety Signal
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Quantum Shadow of a Classical Marvel
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Racing Droplets on a Jet
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HEP Theory2026-06-151 minarXiv:2606.16986express
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Wormholes Between Theories: How to Compare Quantum Worlds
Every quantum system (whether an atom, a crystal, or the entire Universe) has its own set of allowed energies, like the steps of a ladder. The hotter the system, the more readily particles climb to higher rungs.
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Islands at the Edge of a Black Hole
If you toss a book into a black hole, the pages don't vanish without a trace: their content remains encoded in the radiation the hole emits. But how exactly does that happen? In some models, 'islands' appear — regions inside the hole that seem to push information back out.
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Black Holes: Quanta Won't Break Cosmic Censorship
In the mid-20th century, Roger Penrose described a black hole using the concept of a “trapped surface” – a region where even a light ray directed outward inevitably falls inward. A situation familiar to everyone: water in a sink’s vortex is irretrievably sucked down the drain.
Quantum Physics2026-05-012 minarXiv:2605.00724express
A Light Saddle for a Speck of Dust
A flashlight beam in a dark room can hold a dust mote almost still: that's how optical tweezers work. But light doesn't just push the particle; it also jostles it with random kicks. Each absorbed photon strikes it like an invisible hammer. The authors of the new study have devised a light trap of a special shape.
The Gaze's Signature: How Eyes and Hand Agree on Timing
When the hand draws a line, the gaze almost always runs ahead, like a scout peeking around the corner before the column turns. But how far ahead? It turns out that each person has their own distance, and it does not change from attempt to attempt. In the experiment, professional calligraphers and ordinary people traced a contour on a screen while instruments recorded eye and pen movements.
Biological Physics2026-01-311 minarXiv:2602.00832express
Why Elephants Are Taller Than They Are Wide
A stag beetle the size of a fingernail stands on the ground with its legs spread wider than its own height. An elephant as tall as a room, on the other hand, towers above the ground like a tower. Why is that? Both animals walk on the same ground, but they see it differently. For a beetle, each pebble is a boulder, while for an elephant, it's a grain of sand.
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Magnetic Fields and Glass: A Half-Century Debate
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Breaking Point in the Flow of Functions
A seismograph records underground tremors: the smooth line suddenly jerks and changes its character. Similarly, functional data, such as ocean temperature maps or brain signals, may shift their shape at some point. The new algorithm FSBS catches such breakpoints, even when each curve is measured at only one point and noise drowns the signal.