Leds alter the temperature sensor

4.8 volts is really too low to ensure proper operation of the Arduino.

See http://arduino.cc/en/Main/arduinoBoardUno

The board can operate on an external supply of 6 to 20 volts. If supplied with less than 7V, however, the 5V pin may supply less than five volts and the board may be unstable.