ELI5 Train Tracks - how do trains maintain traction in slippery conditions?

How do trains maintain traction on the tracks, especially during rainy or icy conditions? How do the wheels not slip off? Why do we always see stone or gravel on train tracks? How did early trains in the 1800s make sure they didn’t collide into each other?

... we explain like I'm five

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