A rowdy cousin … an Eeyore T-shirt … a dog-shaped balloon.

Why we remember some scenes from early childhood and forget others has long intrigued scientists—as well as parents striving to create happy memories for their kids. One of the biggest mysteries: why most people can't seem to recall anything before age 3 or 4.

Now, researchers in...