Possibly, but it requires some workarounds and a little luck. You can first try connecting via the WireGuard protocol and if that doesn’t work, try with the OpenVPN protocol’s native app (you should set this up before you arrive in China to avoid any blocks).
PIA also doesn’t run any obfuscated servers that would hide your VPN usage from the Chinese government, but you can set up a Shadowsocks proxy that functions similarly. Shadowsocks works great in countries where VPNs are blocked, however, I haven’t been able to test it in China.