id sid tid token lemma pos mc87pn91q6k 1 1 in in ADP mc87pn91q6k 1 2 many many ADJ mc87pn91q6k 1 3 communication communication NOUN mc87pn91q6k 1 4 scenarios scenario NOUN mc87pn91q6k 1 5 , , PUNCT mc87pn91q6k 1 6 the the DET mc87pn91q6k 1 7 communicating communicate VERB mc87pn91q6k 1 8 parties party NOUN mc87pn91q6k 1 9 typically typically ADV mc87pn91q6k 1 10 have have VERB mc87pn91q6k 1 11 some some DET mc87pn91q6k 1 12 knowledge knowledge NOUN mc87pn91q6k 1 13 or or CCONJ mc87pn91q6k 1 14 attempt attempt VERB mc87pn91q6k 1 15 to to PART mc87pn91q6k 1 16 learn learn VERB mc87pn91q6k 1 17 about about ADP mc87pn91q6k 1 18 the the DET mc87pn91q6k 1 19 time time NOUN mc87pn91q6k 1 20 - - PUNCT mc87pn91q6k 1 21 varying vary VERB mc87pn91q6k 1 22 environment environment NOUN mc87pn91q6k 1 23 or or CCONJ mc87pn91q6k 1 24 the the DET mc87pn91q6k 1 25 channel channel NOUN mc87pn91q6k 1 26 over over ADP mc87pn91q6k 1 27 which which PRON mc87pn91q6k 1 28 communication communication NOUN mc87pn91q6k 1 29 takes take VERB mc87pn91q6k 1 30 place place NOUN mc87pn91q6k 1 31 . . PUNCT mc87pn91q6k 2 1 to to PART mc87pn91q6k 2 2 understand understand VERB mc87pn91q6k 2 3 these these DET mc87pn91q6k 2 4 models model NOUN mc87pn91q6k 2 5 , , PUNCT mc87pn91q6k 2 6 it it PRON mc87pn91q6k 2 7 is be AUX mc87pn91q6k 2 8 important important ADJ mc87pn91q6k 2 9 to to PART mc87pn91q6k 2 10 study study VERB mc87pn91q6k 2 11 the the DET mc87pn91q6k 2 12 fundamental fundamental ADJ mc87pn91q6k 2 13 performance performance NOUN mc87pn91q6k 2 14 limits limit NOUN mc87pn91q6k 2 15 of of ADP mc87pn91q6k 2 16 state state NOUN mc87pn91q6k 2 17 - - PUNCT mc87pn91q6k 2 18 dependent dependent ADJ mc87pn91q6k 2 19 channels channel NOUN mc87pn91q6k 2 20 whose whose DET mc87pn91q6k 2 21 probabilistic probabilistic ADJ mc87pn91q6k 2 22 input input NOUN mc87pn91q6k 2 23 - - PUNCT mc87pn91q6k 2 24 output output NOUN mc87pn91q6k 2 25 relationship relationship NOUN mc87pn91q6k 2 26 depends depend VERB mc87pn91q6k 2 27 on on ADP mc87pn91q6k 2 28 a a DET mc87pn91q6k 2 29 time time NOUN mc87pn91q6k 2 30 - - PUNCT mc87pn91q6k 2 31 varying vary VERB mc87pn91q6k 2 32 random random ADJ mc87pn91q6k 2 33 parameter parameter NOUN mc87pn91q6k 2 34 called call VERB mc87pn91q6k 2 35 channel channel NOUN mc87pn91q6k 2 36 state state NOUN mc87pn91q6k 2 37 . . PUNCT mc87pn91q6k 3 1 this this DET mc87pn91q6k 3 2 channel channel NOUN mc87pn91q6k 3 3 state state NOUN mc87pn91q6k 3 4 could could AUX mc87pn91q6k 3 5 be be AUX mc87pn91q6k 3 6 either either CCONJ mc87pn91q6k 3 7 fading fade VERB mc87pn91q6k 3 8 in in ADP mc87pn91q6k 3 9 a a DET mc87pn91q6k 3 10 wireless wireless ADJ mc87pn91q6k 3 11 environment environment NOUN mc87pn91q6k 3 12 , , PUNCT mc87pn91q6k 3 13 interference interference NOUN mc87pn91q6k 3 14 , , PUNCT mc87pn91q6k 3 15 or or CCONJ mc87pn91q6k 3 16 host host NOUN mc87pn91q6k 3 17 signal signal NOUN mc87pn91q6k 3 18 in in ADP mc87pn91q6k 3 19 information information NOUN mc87pn91q6k 3 20 embedding embedding NOUN mc87pn91q6k 3 21 , , PUNCT mc87pn91q6k 3 22 etc etc X mc87pn91q6k 3 23 . . X mc87pn91q6k 4 1 in in ADP mc87pn91q6k 4 2 this this DET mc87pn91q6k 4 3 thesis thesis NOUN mc87pn91q6k 4 4 , , PUNCT mc87pn91q6k 4 5 we we PRON mc87pn91q6k 4 6 focus focus VERB mc87pn91q6k 4 7 on on ADP mc87pn91q6k 4 8 studying study VERB mc87pn91q6k 4 9 state state NOUN mc87pn91q6k 4 10 - - PUNCT mc87pn91q6k 4 11 dependent dependent ADJ mc87pn91q6k 4 12 network network NOUN mc87pn91q6k 4 13 models model NOUN mc87pn91q6k 4 14 from from ADP mc87pn91q6k 4 15 an an DET mc87pn91q6k 4 16 information information NOUN mc87pn91q6k 4 17 theoretic theoretic ADJ mc87pn91q6k 4 18 perspective perspective NOUN mc87pn91q6k 4 19 when when SCONJ mc87pn91q6k 4 20 the the DET mc87pn91q6k 4 21 side side NOUN mc87pn91q6k 4 22 information information NOUN mc87pn91q6k 4 23 is be AUX mc87pn91q6k 4 24 available available ADJ mc87pn91q6k 4 25 at at ADP mc87pn91q6k 4 26 some some DET mc87pn91q6k 4 27 encoders encoder NOUN mc87pn91q6k 4 28 and and CCONJ mc87pn91q6k 4 29 state state NOUN mc87pn91q6k 4 30 recovery recovery NOUN mc87pn91q6k 4 31 is be AUX mc87pn91q6k 4 32 considered consider VERB mc87pn91q6k 4 33 at at ADP mc87pn91q6k 4 34 some some DET mc87pn91q6k 4 35 decoders decoder NOUN mc87pn91q6k 4 36 . . PUNCT mc87pn91q6k 5 1 in in ADP mc87pn91q6k 5 2 general general ADJ mc87pn91q6k 5 3 , , PUNCT mc87pn91q6k 5 4 the the DET mc87pn91q6k 5 5 side side NOUN mc87pn91q6k 5 6 information information NOUN mc87pn91q6k 5 7 could could AUX mc87pn91q6k 5 8 be be AUX mc87pn91q6k 5 9 either either CCONJ mc87pn91q6k 5 10 exact exact ADJ mc87pn91q6k 5 11 channel channel NOUN mc87pn91q6k 5 12 state state NOUN mc87pn91q6k 5 13 , , PUNCT mc87pn91q6k 5 14 noisy noisy ADJ mc87pn91q6k 5 15 channel channel NOUN mc87pn91q6k 5 16 state state NOUN mc87pn91q6k 5 17 , , PUNCT mc87pn91q6k 5 18 or or CCONJ mc87pn91q6k 5 19 channel channel VERB mc87pn91q6k 5 20 output output NOUN mc87pn91q6k 5 21 feedback feedback NOUN mc87pn91q6k 5 22 . . PUNCT mc87pn91q6k 6 1 in in ADP mc87pn91q6k 6 2 this this DET mc87pn91q6k 6 3 thesis thesis NOUN mc87pn91q6k 6 4 , , PUNCT mc87pn91q6k 6 5 we we PRON mc87pn91q6k 6 6 assume assume VERB mc87pn91q6k 6 7 that that SCONJ mc87pn91q6k 6 8 the the DET mc87pn91q6k 6 9 side side NOUN mc87pn91q6k 6 10 information information NOUN mc87pn91q6k 6 11 is be AUX mc87pn91q6k 6 12 exact exact ADJ mc87pn91q6k 6 13 channel channel NOUN mc87pn91q6k 6 14 state state NOUN mc87pn91q6k 6 15 . . PUNCT mc87pn91q6k 7 1 we we PRON mc87pn91q6k 7 2 study study VERB mc87pn91q6k 7 3 single single ADJ mc87pn91q6k 7 4 - - PUNCT mc87pn91q6k 7 5 user user NOUN mc87pn91q6k 7 6 state state NOUN mc87pn91q6k 7 7 - - PUNCT mc87pn91q6k 7 8 dependent dependent ADJ mc87pn91q6k 7 9 models model NOUN mc87pn91q6k 7 10 and and CCONJ mc87pn91q6k 7 11 multi multi NOUN mc87pn91q6k 7 12 - - NOUN mc87pn91q6k 7 13 user user ADJ mc87pn91q6k 7 14 state state NOUN mc87pn91q6k 7 15 - - PUNCT mc87pn91q6k 7 16 dependent dependent ADJ mc87pn91q6k 7 17 models model NOUN mc87pn91q6k 7 18 such such ADJ mc87pn91q6k 7 19 as as ADP mc87pn91q6k 7 20 multiple multiple ADJ mc87pn91q6k 7 21 access access NOUN mc87pn91q6k 7 22 channels channel NOUN mc87pn91q6k 7 23 ( ( PUNCT mc87pn91q6k 7 24 mac mac PROPN mc87pn91q6k 7 25 ) ) PUNCT mc87pn91q6k 7 26 and and CCONJ mc87pn91q6k 7 27 broadcast broadcast NOUN mc87pn91q6k 7 28 channels channel NOUN mc87pn91q6k 7 29 ( ( PUNCT mc87pn91q6k 7 30 bc bc PROPN mc87pn91q6k 7 31 ) ) PUNCT mc87pn91q6k 7 32 . . PUNCT mc87pn91q6k 8 1 for for ADP mc87pn91q6k 8 2 the the DET mc87pn91q6k 8 3 state state NOUN mc87pn91q6k 8 4 - - PUNCT mc87pn91q6k 8 5 dependent dependent ADJ mc87pn91q6k 8 6 mac mac NOUN mc87pn91q6k 8 7 with with ADP mc87pn91q6k 8 8 non non ADJ mc87pn91q6k 8 9 - - ADJ mc87pn91q6k 8 10 causal causal ADJ mc87pn91q6k 8 11 side side NOUN mc87pn91q6k 8 12 information information NOUN mc87pn91q6k 8 13 at at ADP mc87pn91q6k 8 14 some some DET mc87pn91q6k 8 15 encoders encoder NOUN mc87pn91q6k 8 16 and and CCONJ mc87pn91q6k 8 17 without without ADP mc87pn91q6k 8 18 state state NOUN mc87pn91q6k 8 19 recovery recovery NOUN mc87pn91q6k 8 20 at at ADP mc87pn91q6k 8 21 the the DET mc87pn91q6k 8 22 decoder decoder NOUN mc87pn91q6k 8 23 , , PUNCT mc87pn91q6k 8 24 we we PRON mc87pn91q6k 8 25 study study VERB mc87pn91q6k 8 26 bounds bound NOUN mc87pn91q6k 8 27 on on ADP mc87pn91q6k 8 28 the the DET mc87pn91q6k 8 29 capacity capacity NOUN mc87pn91q6k 8 30 region region NOUN mc87pn91q6k 8 31 in in ADP mc87pn91q6k 8 32 the the DET mc87pn91q6k 8 33 case case NOUN mc87pn91q6k 8 34 of of ADP mc87pn91q6k 8 35 independent independent ADJ mc87pn91q6k 8 36 messages message NOUN mc87pn91q6k 8 37 and and CCONJ mc87pn91q6k 8 38 derive derive VERB mc87pn91q6k 8 39 the the DET mc87pn91q6k 8 40 capacity capacity NOUN mc87pn91q6k 8 41 region region NOUN mc87pn91q6k 8 42 in in ADP mc87pn91q6k 8 43 the the DET mc87pn91q6k 8 44 case case NOUN mc87pn91q6k 8 45 of of ADP mc87pn91q6k 8 46 dependent dependent ADJ mc87pn91q6k 8 47 or or CCONJ mc87pn91q6k 8 48 degraded degraded ADJ mc87pn91q6k 8 49 messages message NOUN mc87pn91q6k 8 50 . . PUNCT mc87pn91q6k 9 1 for for ADP mc87pn91q6k 9 2 the the DET mc87pn91q6k 9 3 gaussian gaussian ADJ mc87pn91q6k 9 4 case case NOUN mc87pn91q6k 9 5 , , PUNCT mc87pn91q6k 9 6 we we PRON mc87pn91q6k 9 7 develop develop VERB mc87pn91q6k 9 8 a a DET mc87pn91q6k 9 9 coding code VERB mc87pn91q6k 9 10 scheme scheme NOUN mc87pn91q6k 9 11 based base VERB mc87pn91q6k 9 12 on on ADP mc87pn91q6k 9 13 both both CCONJ mc87pn91q6k 9 14 dirty dirty ADJ mc87pn91q6k 9 15 paper paper NOUN mc87pn91q6k 9 16 coding coding NOUN mc87pn91q6k 9 17 and and CCONJ mc87pn91q6k 9 18 state state NOUN mc87pn91q6k 9 19 cancellation cancellation NOUN mc87pn91q6k 9 20 to to PART mc87pn91q6k 9 21 obtain obtain VERB mc87pn91q6k 9 22 the the DET mc87pn91q6k 9 23 inner inner ADJ mc87pn91q6k 9 24 bound bind VERB mc87pn91q6k 9 25 on on ADP mc87pn91q6k 9 26 the the DET mc87pn91q6k 9 27 capacity capacity NOUN mc87pn91q6k 9 28 region region NOUN mc87pn91q6k 9 29 . . PUNCT mc87pn91q6k 10 1 for for ADP mc87pn91q6k 10 2 the the DET mc87pn91q6k 10 3 state state NOUN mc87pn91q6k 10 4 - - PUNCT mc87pn91q6k 10 5 dependent dependent ADJ mc87pn91q6k 10 6 mac mac NOUN mc87pn91q6k 10 7 with with ADP mc87pn91q6k 10 8 different different ADJ mc87pn91q6k 10 9 non non ADJ mc87pn91q6k 10 10 - - ADJ mc87pn91q6k 10 11 causal causal ADJ mc87pn91q6k 10 12 side side NOUN mc87pn91q6k 10 13 information information NOUN mc87pn91q6k 10 14 at at ADP mc87pn91q6k 10 15 different different ADJ mc87pn91q6k 10 16 encoders encoder NOUN mc87pn91q6k 10 17 , , PUNCT mc87pn91q6k 10 18 we we PRON mc87pn91q6k 10 19 derive derive VERB mc87pn91q6k 10 20 inner inner ADJ mc87pn91q6k 10 21 bounds bound NOUN mc87pn91q6k 10 22 on on ADP mc87pn91q6k 10 23 the the DET mc87pn91q6k 10 24 capacity capacity NOUN mc87pn91q6k 10 25 region region NOUN mc87pn91q6k 10 26 for for ADP mc87pn91q6k 10 27 the the DET mc87pn91q6k 10 28 case case NOUN mc87pn91q6k 10 29 of of ADP mc87pn91q6k 10 30 no no DET mc87pn91q6k 10 31 state state NOUN mc87pn91q6k 10 32 recovery recovery NOUN mc87pn91q6k 10 33 at at ADP mc87pn91q6k 10 34 the the DET mc87pn91q6k 10 35 decoder decoder NOUN mc87pn91q6k 10 36 and and CCONJ mc87pn91q6k 10 37 the the DET mc87pn91q6k 10 38 case case NOUN mc87pn91q6k 10 39 of of ADP mc87pn91q6k 10 40 some some PRON mc87pn91q6k 10 41 , , PUNCT mc87pn91q6k 10 42 but but CCONJ mc87pn91q6k 10 43 not not PART mc87pn91q6k 10 44 all all PRON mc87pn91q6k 10 45 , , PUNCT mc87pn91q6k 10 46 state state NOUN mc87pn91q6k 10 47 recovery recovery NOUN mc87pn91q6k 10 48 at at ADP mc87pn91q6k 10 49 the the DET mc87pn91q6k 10 50 decoder decoder NOUN mc87pn91q6k 10 51 . . PUNCT mc87pn91q6k 11 1 for for ADP mc87pn91q6k 11 2 this this DET mc87pn91q6k 11 3 model model NOUN mc87pn91q6k 11 4 , , PUNCT mc87pn91q6k 11 5 we we PRON mc87pn91q6k 11 6 also also ADV mc87pn91q6k 11 7 study study VERB mc87pn91q6k 11 8 bounds bound NOUN mc87pn91q6k 11 9 on on ADP mc87pn91q6k 11 10 the the DET mc87pn91q6k 11 11 capacity capacity NOUN mc87pn91q6k 11 12 region region NOUN mc87pn91q6k 11 13 for for ADP mc87pn91q6k 11 14 the the DET mc87pn91q6k 11 15 case case NOUN mc87pn91q6k 11 16 of of ADP mc87pn91q6k 11 17 all all DET mc87pn91q6k 11 18 state state NOUN mc87pn91q6k 11 19 recovery recovery NOUN mc87pn91q6k 11 20 at at ADP mc87pn91q6k 11 21 the the DET mc87pn91q6k 11 22 decoder decoder NOUN mc87pn91q6k 11 23 . . PUNCT mc87pn91q6k 12 1 it it PRON mc87pn91q6k 12 2 turns turn VERB mc87pn91q6k 12 3 out out ADP mc87pn91q6k 12 4 that that SCONJ mc87pn91q6k 12 5 the the DET mc87pn91q6k 12 6 inner inner ADJ mc87pn91q6k 12 7 and and CCONJ mc87pn91q6k 12 8 outer outer ADJ mc87pn91q6k 12 9 bounds bound NOUN mc87pn91q6k 12 10 meet meet VERB mc87pn91q6k 12 11 if if SCONJ mc87pn91q6k 12 12 all all DET mc87pn91q6k 12 13 state state NOUN mc87pn91q6k 12 14 signals signal NOUN mc87pn91q6k 12 15 are be AUX mc87pn91q6k 12 16 independent independent ADJ mc87pn91q6k 12 17 . . PUNCT mc87pn91q6k 13 1 consequently consequently ADV mc87pn91q6k 13 2 , , PUNCT mc87pn91q6k 13 3 we we PRON mc87pn91q6k 13 4 obtain obtain VERB mc87pn91q6k 13 5 the the DET mc87pn91q6k 13 6 capacity capacity NOUN mc87pn91q6k 13 7 region region NOUN mc87pn91q6k 13 8 for for ADP mc87pn91q6k 13 9 this this DET mc87pn91q6k 13 10 case case NOUN mc87pn91q6k 13 11 . . PUNCT mc87pn91q6k 14 1 for for ADP mc87pn91q6k 14 2 the the DET mc87pn91q6k 14 3 state state NOUN mc87pn91q6k 14 4 - - PUNCT mc87pn91q6k 14 5 dependent dependent ADJ mc87pn91q6k 14 6 bc bc PROPN mc87pn91q6k 14 7 with with ADP mc87pn91q6k 14 8 non non ADJ mc87pn91q6k 14 9 - - ADJ mc87pn91q6k 14 10 causal causal ADJ mc87pn91q6k 14 11 encoder encoder NOUN mc87pn91q6k 14 12 side side NOUN mc87pn91q6k 14 13 information information NOUN mc87pn91q6k 14 14 , , PUNCT mc87pn91q6k 14 15 we we PRON mc87pn91q6k 14 16 consider consider VERB mc87pn91q6k 14 17 lossless lossless ADJ mc87pn91q6k 14 18 state state NOUN mc87pn91q6k 14 19 recovery recovery NOUN mc87pn91q6k 14 20 at at ADP mc87pn91q6k 14 21 some some DET mc87pn91q6k 14 22 decoders decoder NOUN mc87pn91q6k 14 23 . . PUNCT mc87pn91q6k 15 1 in in ADP mc87pn91q6k 15 2 the the DET mc87pn91q6k 15 3 two two NUM mc87pn91q6k 15 4 decoder decoder NOUN mc87pn91q6k 15 5 model model NOUN mc87pn91q6k 15 6 , , PUNCT mc87pn91q6k 15 7 we we PRON mc87pn91q6k 15 8 study study VERB mc87pn91q6k 15 9 bounds bound NOUN mc87pn91q6k 15 10 on on ADP mc87pn91q6k 15 11 the the DET mc87pn91q6k 15 12 capacity capacity NOUN mc87pn91q6k 15 13 region region NOUN mc87pn91q6k 15 14 in in ADP mc87pn91q6k 15 15 the the DET mc87pn91q6k 15 16 case case NOUN mc87pn91q6k 15 17 of of ADP mc87pn91q6k 15 18 state state NOUN mc87pn91q6k 15 19 recovery recovery NOUN mc87pn91q6k 15 20 at at ADP mc87pn91q6k 15 21 only only ADV mc87pn91q6k 15 22 the the DET mc87pn91q6k 15 23 better well ADJ mc87pn91q6k 15 24 decoder decoder NOUN mc87pn91q6k 15 25 . . PUNCT mc87pn91q6k 16 1 we we PRON mc87pn91q6k 16 2 also also ADV mc87pn91q6k 16 3 study study VERB mc87pn91q6k 16 4 the the DET mc87pn91q6k 16 5 capacity capacity NOUN mc87pn91q6k 16 6 region region NOUN mc87pn91q6k 16 7 for for ADP mc87pn91q6k 16 8 the the DET mc87pn91q6k 16 9 case case NOUN mc87pn91q6k 16 10 of of ADP mc87pn91q6k 16 11 state state NOUN mc87pn91q6k 16 12 recovery recovery NOUN mc87pn91q6k 16 13 at at ADP mc87pn91q6k 16 14 all all DET mc87pn91q6k 16 15 decoders decoder NOUN mc87pn91q6k 16 16 and and CCONJ mc87pn91q6k 16 17 the the DET mc87pn91q6k 16 18 case case NOUN mc87pn91q6k 16 19 of of ADP mc87pn91q6k 16 20 state state NOUN mc87pn91q6k 16 21 recovery recovery NOUN mc87pn91q6k 16 22 at at ADP mc87pn91q6k 16 23 only only ADV mc87pn91q6k 16 24 the the DET mc87pn91q6k 16 25 worse bad ADJ mc87pn91q6k 16 26 decoder decoder NOUN mc87pn91q6k 16 27 . . PUNCT mc87pn91q6k 17 1 finally finally ADV mc87pn91q6k 17 2 , , PUNCT mc87pn91q6k 17 3 we we PRON mc87pn91q6k 17 4 consider consider VERB mc87pn91q6k 17 5 lossy lossy ADJ mc87pn91q6k 17 6 or or CCONJ mc87pn91q6k 17 7 partial partial ADJ mc87pn91q6k 17 8 state state NOUN mc87pn91q6k 17 9 recovery recovery NOUN mc87pn91q6k 17 10 in in ADP mc87pn91q6k 17 11 single single ADJ mc87pn91q6k 17 12 - - PUNCT mc87pn91q6k 17 13 user user NOUN mc87pn91q6k 17 14 state state NOUN mc87pn91q6k 17 15 - - PUNCT mc87pn91q6k 17 16 dependent dependent ADJ mc87pn91q6k 17 17 models model NOUN mc87pn91q6k 17 18 without without ADP mc87pn91q6k 17 19 side side NOUN mc87pn91q6k 17 20 information information NOUN mc87pn91q6k 17 21 and and CCONJ mc87pn91q6k 17 22 study study VERB mc87pn91q6k 17 23 bounds bound NOUN mc87pn91q6k 17 24 on on ADP mc87pn91q6k 17 25 the the DET mc87pn91q6k 17 26 capacity capacity NOUN mc87pn91q6k 17 27 region region NOUN mc87pn91q6k 17 28 for for ADP mc87pn91q6k 17 29 a a DET mc87pn91q6k 17 30 given give VERB mc87pn91q6k 17 31 state state NOUN mc87pn91q6k 17 32 - - PUNCT mc87pn91q6k 17 33 recovery recovery NOUN mc87pn91q6k 17 34 distortion distortion NOUN mc87pn91q6k 17 35 constraint constraint NOUN mc87pn91q6k 17 36 . . PUNCT