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Exercise Guides

Bayesian Curls Exercise Guide

Avatar photoby Dylan Wolf Published on May 14, 2025

bayesian curls
This post may contain affiliate links (disclosure policy).

The Science-Backed Arm Exercise You Need to Try

If you’re looking to maximize your biceps gains, it’s time to move beyond traditional curls and introduce a more intelligent strategy—Bayesian curls. This scientifically grounded exercise is quickly becoming a favorite among advanced lifters and bodybuilders. Whether you’re training for size, symmetry, or strength, Bayesian curls can take your arm workouts to the next level.

Our team at Generation Iron is going to break it down!

What Are Bayesian Curls?

Bayesian curls are a type of cable biceps curl designed to maintain constant tension on the muscle throughout the entire range of motion. The key difference lies in body positioning: you step slightly forward in front of the cable machine, so the resistance comes from behind your body rather than directly in front. This setup allows for a deeper stretch of the biceps during the eccentric (lengthening) phase of the movement.

The term “Bayesian” is inspired by Bayesian probability, which involves updating beliefs based on new evidence. In the gym, this metaphor highlights the idea of training smarter—adjusting exercises for maximum effectiveness based on biomechanics and muscle science.

Why Bayesian Curls Work

Bayesian curls provide several advantages over standard dumbbell or barbell curls:

1. Enhanced Muscle Stretch

The backward pull of the cable increases the stretch on the long head of the biceps, which originates at the shoulder. This leads to greater muscle activation and hypertrophy potential.

2. Constant Tension

Unlike free weights, cables provide consistent resistance throughout the movement, minimizing the “dead zone” often found at the top or bottom of dumbbell curls.

3. Improved Mind-Muscle Connection

Because of the controlled, isolated movement and deep stretch, Bayesian curls help reinforce a strong mind-muscle connection—crucial for advanced lifters focusing on muscle shaping and growth.

4. Joint-Friendly Mechanics

This variation places less strain on the wrists and elbows compared to heavier free-weight movements, making it a great choice for longevity and injury prevention.

How to Perform Bayesian Curls Correctly

Follow these steps for optimal form and results:

  1. Set up a low pulley cable with a single handle attachment.
  2. Step forward about 1-2 feet so the cable pulls slightly from behind.
  3. Hold the handle in one hand, palm facing up.
  4. Keep your elbow behind your torso and slightly extended to maximize the stretch.
  5. Curl the weight slowly, contracting your biceps without moving your shoulder.
  6. Lower under control, focusing on the stretch at the bottom of the movement.
  7. Repeat for 10–15 reps per arm.

Pro Tips:

  • Perform Bayesian curls unilaterally (one arm at a time) for greater focus and symmetry.
  • Use lighter weights and strict form for maximum time under tension.

Where Bayesian Curls Fit in Your Workout

Bayesian curls are best used:

  • As a finisher at the end of your arm or pull day
  • In a superset with other biceps exercises for pump and metabolic stress
  • On deload weeks or injury recovery programs due to their joint-friendly nature

Example biceps finisher:

  • 3 sets of Bayesian curls (12–15 reps)
  • Superset with preacher curls or incline dumbbell curls

Final Thoughts: Smarter Training for Bigger Arms

popeye forearms

Bayesian curls represent a shift from brute force to strategic muscle building. By focusing on biomechanics and optimal muscle tension, this cable-based biceps curl helps you train smarter and grow faster. Whether you’re a bodybuilder, physique competitor, or gym enthusiast, Bayesian curls deserve a place in your arm routine.

Let us know what you think in the comments below. Also, be sure to follow Generation Iron on Facebook, Twitter, and Instagram. 


Avatar photo

About Dylan Wolf

I work mainly in content writing, focusing my free time on bodybuilding and strength sports. I was introduced to fitness in high school and after watching Generation Iron movies. I love to train. I have competed multiple times, even winning a junior title in classic physique. I have a bachelor's in criminal justice and business obtained through Alvernia University. When I am not focused on work or training, I enjoy watching films or reading about anything and everything.

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