Strange problem with arrow keys

For some reason I'm now unable to use the left/right arrow keys to navigate within a command I'm typing unless I'm holding shift. Up/Down to scroll back through history works fine without shift. Doing C-b C-Left and right work fine to change between panes. Any idea what this could be? Everything is normal outside tmux. I'm connecting over ssh (PuTTY), with bash as my shell.