A method for reducing computational complexity of participants in a conference communication setting through recognition and elimination of redundant encoding of signals, wherein said method comprises the steps of: a. receiving audio for participants to the conference communication setting by a means for signal processing ; b. determining a contributing state or a non-contributing state for each participant, by the means for signal processing using a voice activity detection, wherein each participant is assigned a contributing state or a non-contributing state ; c. processing, by a conference system , said audio to generate return audio for each participant , wherein improvements to said processing comprises: i. recognizing non-contributing participants that are receiving similar audio having similar audio encoding formats ; ii. removing redundant audio from the similar audio for the non-contributing participants ; iii. associating contributing and non-contributing participants with an encoder instance; and iv. encoding said similar audio with removal redundant audio for the non-contributing participants having similar attributes by a single shared encoder instance to eliminate redundant encoding and to generate said return audio ; and d. transmitting, by the conference system, said return audio to said participants, wherein said non-contributing participants having similar attributes receive the return audio with eliminated redundant encoding of signals . a. receiving audio for participants to the conference communication setting by a means for signal processing ; b. determining a contributing state or a non-contributing state for each participant, by the means for signal processing using a voice activity detection, wherein each participant is assigned a contributing state or a non-contributing state ; c. processing, by a conference system , said audio to generate return audio for each participant , wherein improvements to said processing comprises: i. recognizing non-contributing participants that are receiving similar audio having similar audio encoding formats ; ii. removing redundant audio from the similar audio for the non-contributing participants ; iii. associating contributing and non-contributing participants with an encoder instance; and iv. encoding said similar audio with removal redundant audio for the non-contributing participants having similar attributes by a single shared encoder instance to eliminate redundant encoding and to generate said return audio ; and i. recognizing non-contributing participants that are receiving similar audio having similar audio encoding formats ; ii. removing redundant audio from the similar audio for the non-contributing participants ; iii. associating contributing and non-contributing participants with an encoder instance; and iv. encoding said similar audio with removal redundant audio for the non-contributing participants having similar attributes by a single shared encoder instance to eliminate redundant encoding and to generate said return audio ; and d. transmitting, by the conference system, said return audio to said participants, wherein said non-contributing participants having similar attributes receive the return audio with eliminated redundant encoding of signals . <EOS>