id sid tid token lemma pos 3197xk84b1q 1 1 the the DET 3197xk84b1q 1 2 performance performance NOUN 3197xk84b1q 1 3 scaling scaling NOUN 3197xk84b1q 1 4 trends trend NOUN 3197xk84b1q 1 5 associated associate VERB 3197xk84b1q 1 6 with with ADP 3197xk84b1q 1 7 moore moore NOUN 3197xk84b1q 1 8 's 's PART 3197xk84b1q 1 9 law law NOUN 3197xk84b1q 1 10 have have AUX 3197xk84b1q 1 11 motivated motivate VERB 3197xk84b1q 1 12 device device NOUN 3197xk84b1q 1 13 feature feature NOUN 3197xk84b1q 1 14 size size NOUN 3197xk84b1q 1 15 scaling scaling NOUN 3197xk84b1q 1 16 and and CCONJ 3197xk84b1q 1 17 development development NOUN 3197xk84b1q 1 18 of of ADP 3197xk84b1q 1 19 conventional conventional ADJ 3197xk84b1q 1 20 complementary complementary ADJ 3197xk84b1q 1 21 metal metal NOUN 3197xk84b1q 1 22 - - PUNCT 3197xk84b1q 1 23 oxide oxide NOUN 3197xk84b1q 1 24 - - PUNCT 3197xk84b1q 1 25 semiconductor semiconductor NOUN 3197xk84b1q 1 26 ( ( PUNCT 3197xk84b1q 1 27 cmos cmos NOUN 3197xk84b1q 1 28 ) ) PUNCT 3197xk84b1q 1 29 technology technology NOUN 3197xk84b1q 1 30 over over ADP 3197xk84b1q 1 31 the the DET 3197xk84b1q 1 32 past past ADJ 3197xk84b1q 1 33 several several ADJ 3197xk84b1q 1 34 decades decade NOUN 3197xk84b1q 1 35 . . PUNCT 3197xk84b1q 2 1 however however ADV 3197xk84b1q 2 2 in in ADP 3197xk84b1q 2 3 recent recent ADJ 3197xk84b1q 2 4 years year NOUN 3197xk84b1q 2 5 the the DET 3197xk84b1q 2 6 end end NOUN 3197xk84b1q 2 7 of of ADP 3197xk84b1q 2 8 dennard dennard NOUN 3197xk84b1q 2 9 scaling scaling NOUN 3197xk84b1q 2 10 and and CCONJ 3197xk84b1q 2 11 the the DET 3197xk84b1q 2 12 dark dark ADJ 3197xk84b1q 2 13 silicon silicon NOUN 3197xk84b1q 2 14 problem problem NOUN 3197xk84b1q 2 15 , , PUNCT 3197xk84b1q 2 16 [ [ X 3197xk84b1q 2 17 1 1 NUM 3197xk84b1q 2 18 , , PUNCT 3197xk84b1q 2 19 2 2 NUM 3197xk84b1q 2 20 ] ] X 3197xk84b1q 2 21 as as ADV 3197xk84b1q 2 22 well well ADV 3197xk84b1q 2 23 as as ADP 3197xk84b1q 2 24 therapid therapid NOUN 3197xk84b1q 2 25 growth growth NOUN 3197xk84b1q 2 26 of of ADP 3197xk84b1q 2 27 machine machine NOUN 3197xk84b1q 2 28 learning learning NOUN 3197xk84b1q 2 29 ( ( PUNCT 3197xk84b1q 2 30 ml ml PROPN 3197xk84b1q 2 31 ) ) PUNCT 3197xk84b1q 2 32 and and CCONJ 3197xk84b1q 2 33 internet internet NOUN 3197xk84b1q 2 34 of of ADP 3197xk84b1q 2 35 things thing NOUN 3197xk84b1q 2 36 ( ( PUNCT 3197xk84b1q 2 37 iot iot NOUN 3197xk84b1q 2 38 ) ) PUNCT 3197xk84b1q 2 39 are be AUX 3197xk84b1q 2 40 challenging challenge VERB 3197xk84b1q 2 41 the the DET 3197xk84b1q 2 42 capabilities capability NOUN 3197xk84b1q 2 43 of of ADP 3197xk84b1q 2 44 both both DET 3197xk84b1q 2 45 existing exist VERB 3197xk84b1q 2 46 technologies technology NOUN 3197xk84b1q 2 47 and and CCONJ 3197xk84b1q 2 48 conventional conventional ADJ 3197xk84b1q 2 49 von von PROPN 3197xk84b1q 2 50 neumann neumann PROPN 3197xk84b1q 2 51 computing computing PROPN 3197xk84b1q 2 52 paradigms paradigm NOUN 3197xk84b1q 2 53 and and CCONJ 3197xk84b1q 2 54 architectures architecture NOUN 3197xk84b1q 2 55 . . PUNCT 3197xk84b1q 3 1 on on ADP 3197xk84b1q 3 2 the the DET 3197xk84b1q 3 3 one one NUM 3197xk84b1q 3 4 hand hand NOUN 3197xk84b1q 3 5 , , PUNCT 3197xk84b1q 3 6 the the DET 3197xk84b1q 3 7 increasing increase VERB 3197xk84b1q 3 8 subthreshold subthreshold ADJ 3197xk84b1q 3 9 leakage leakage NOUN 3197xk84b1q 3 10 current current NOUN 3197xk84b1q 3 11 of of ADP 3197xk84b1q 3 12 cmos cmos PROPN 3197xk84b1q 3 13 as as SCONJ 3197xk84b1q 3 14 the the DET 3197xk84b1q 3 15 device device NOUN 3197xk84b1q 3 16 size size NOUN 3197xk84b1q 3 17 reduces reduce VERB 3197xk84b1q 3 18 to to ADP 3197xk84b1q 3 19 sub sub ADJ 3197xk84b1q 3 20 - - ADJ 3197xk84b1q 3 21 μm μm ADJ 3197xk84b1q 3 22 scale scale NOUN 3197xk84b1q 3 23 becomes become VERB 3197xk84b1q 3 24 a a DET 3197xk84b1q 3 25 major major ADJ 3197xk84b1q 3 26 concern concern NOUN 3197xk84b1q 3 27 in in ADP 3197xk84b1q 3 28 integrated integrate VERB 3197xk84b1q 3 29 circuit circuit NOUN 3197xk84b1q 3 30 ( ( PUNCT 3197xk84b1q 3 31 ic ic NOUN 3197xk84b1q 3 32 ) ) PUNCT 3197xk84b1q 3 33 designs design NOUN 3197xk84b1q 3 34 , , PUNCT 3197xk84b1q 3 35 resulting result VERB 3197xk84b1q 3 36 in in ADP 3197xk84b1q 3 37 significant significant ADJ 3197xk84b1q 3 38 power power NOUN 3197xk84b1q 3 39 consumption consumption NOUN 3197xk84b1q 3 40 ; ; PUNCT 3197xk84b1q 3 41 on on ADP 3197xk84b1q 3 42 the the DET 3197xk84b1q 3 43 other other ADJ 3197xk84b1q 3 44 hand hand NOUN 3197xk84b1q 3 45 , , PUNCT 3197xk84b1q 3 46 in in ADP 3197xk84b1q 3 47 the the DET 3197xk84b1q 3 48 era era NOUN 3197xk84b1q 3 49 of of ADP 3197xk84b1q 3 50 artificial artificial ADJ 3197xk84b1q 3 51 intelligent intelligent ADJ 3197xk84b1q 3 52 ( ( PUNCT 3197xk84b1q 3 53 ai ai NOUN 3197xk84b1q 3 54 ) ) PUNCT 3197xk84b1q 3 55 , , PUNCT 3197xk84b1q 3 56 ml ml PROPN 3197xk84b1q 3 57 , , PUNCT 3197xk84b1q 3 58 and and CCONJ 3197xk84b1q 3 59 the the DET 3197xk84b1q 3 60 iot iot ADJ 3197xk84b1q 3 61 , , PUNCT 3197xk84b1q 3 62 many many ADJ 3197xk84b1q 3 63 applications application NOUN 3197xk84b1q 3 64 and and CCONJ 3197xk84b1q 3 65 systems system NOUN 3197xk84b1q 3 66 place place VERB 3197xk84b1q 3 67 new new ADJ 3197xk84b1q 3 68 demands demand NOUN 3197xk84b1q 3 69 on on ADP 3197xk84b1q 3 70 computing compute VERB 3197xk84b1q 3 71 paradigms paradigm NOUN 3197xk84b1q 3 72 and and CCONJ 3197xk84b1q 3 73 architectures architecture NOUN 3197xk84b1q 3 74 for for ADP 3197xk84b1q 3 75 massive massive ADJ 3197xk84b1q 3 76 data data NOUN 3197xk84b1q 3 77 transfer transfer NOUN 3197xk84b1q 3 78 , , PUNCT 3197xk84b1q 3 79 extremely extremely ADV 3197xk84b1q 3 80 low low ADJ 3197xk84b1q 3 81 power power NOUN 3197xk84b1q 3 82 consumption consumption NOUN 3197xk84b1q 3 83 , , PUNCT 3197xk84b1q 3 84 high high ADJ 3197xk84b1q 3 85 - - PUNCT 3197xk84b1q 3 86 speed speed NOUN 3197xk84b1q 3 87 performance performance NOUN 3197xk84b1q 3 88 and and CCONJ 3197xk84b1q 3 89 nonvolatility nonvolatility NOUN 3197xk84b1q 3 90 in in ADP 3197xk84b1q 3 91 energy energy NOUN 3197xk84b1q 3 92 constrained constrain VERB 3197xk84b1q 3 93 environments environment NOUN 3197xk84b1q 3 94 . . PUNCT 3197xk84b1q 4 1 conventional conventional PROPN 3197xk84b1q 4 2 von von PROPN 3197xk84b1q 4 3 neumann neumann PROPN 3197xk84b1q 4 4 architectures architecture NOUN 3197xk84b1q 4 5 alone alone ADV 3197xk84b1q 4 6 are be AUX 3197xk84b1q 4 7 insufficient insufficient ADJ 3197xk84b1q 4 8 to to PART 3197xk84b1q 4 9 support support VERB 3197xk84b1q 4 10 future future ADJ 3197xk84b1q 4 11 applications application NOUN 3197xk84b1q 4 12 and and CCONJ 3197xk84b1q 4 13 systems system NOUN 3197xk84b1q 4 14 , , PUNCT 3197xk84b1q 4 15 thus thus ADV 3197xk84b1q 4 16 revolutionary revolutionary ADJ 3197xk84b1q 4 17 advancements advancement NOUN 3197xk84b1q 4 18 exploiting exploit VERB 3197xk84b1q 4 19 new new ADJ 3197xk84b1q 4 20 computing computing NOUN 3197xk84b1q 4 21 paradigms paradigm NOUN 3197xk84b1q 4 22 and and CCONJ 3197xk84b1q 4 23 architectures architecture NOUN 3197xk84b1q 4 24 , , PUNCT 3197xk84b1q 4 25 as as ADV 3197xk84b1q 4 26 well well ADV 3197xk84b1q 4 27 as as ADP 3197xk84b1q 4 28 emerging emerging ADJ 3197xk84b1q 4 29 technologies technology NOUN 3197xk84b1q 4 30 are be AUX 3197xk84b1q 4 31 needed need VERB 3197xk84b1q 4 32 . . PUNCT 3197xk84b1q 5 1 this this DET 3197xk84b1q 5 2 dissertation dissertation NOUN 3197xk84b1q 5 3 studies study VERB 3197xk84b1q 5 4 novel novel NOUN 3197xk84b1q 5 5 circuit circuit NOUN 3197xk84b1q 5 6 and and CCONJ 3197xk84b1q 5 7 architecture architecture NOUN 3197xk84b1q 5 8 designs design NOUN 3197xk84b1q 5 9 by by ADP 3197xk84b1q 5 10 exploiting exploit VERB 3197xk84b1q 5 11 the the DET 3197xk84b1q 5 12 unique unique ADJ 3197xk84b1q 5 13 characteristics characteristic NOUN 3197xk84b1q 5 14 of of ADP 3197xk84b1q 5 15 emerging emerge VERB 3197xk84b1q 5 16 devices device NOUN 3197xk84b1q 5 17 . . PUNCT 3197xk84b1q 6 1 a a DET 3197xk84b1q 6 2 number number NOUN 3197xk84b1q 6 3 of of ADP 3197xk84b1q 6 4 emerging emerge VERB 3197xk84b1q 6 5 device device NOUN 3197xk84b1q 6 6 have have AUX 3197xk84b1q 6 7 been be AUX 3197xk84b1q 6 8 explored explore VERB 3197xk84b1q 6 9 to to PART 3197xk84b1q 6 10 develop develop VERB 3197xk84b1q 6 11 novel novel ADJ 3197xk84b1q 6 12 circuit circuit NOUN 3197xk84b1q 6 13 designs design NOUN 3197xk84b1q 6 14 that that PRON 3197xk84b1q 6 15 can can AUX 3197xk84b1q 6 16 address address VERB 3197xk84b1q 6 17 the the DET 3197xk84b1q 6 18 processor processor NOUN 3197xk84b1q 6 19 - - PUNCT 3197xk84b1q 6 20 memory memory NOUN 3197xk84b1q 6 21 bottleneck bottleneck NOUN 3197xk84b1q 6 22 caused cause VERB 3197xk84b1q 6 23 by by ADP 3197xk84b1q 6 24 massive massive ADJ 3197xk84b1q 6 25 data datum NOUN 3197xk84b1q 6 26 transfer transfer NOUN 3197xk84b1q 6 27 and and CCONJ 3197xk84b1q 6 28 achieve achieve VERB 3197xk84b1q 6 29 better well ADJ 3197xk84b1q 6 30 energy energy NOUN 3197xk84b1q 6 31 efficiency efficiency NOUN 3197xk84b1q 6 32 and and CCONJ 3197xk84b1q 6 33 performance performance NOUN 3197xk84b1q 6 34 than than ADP 3197xk84b1q 6 35 conventional conventional ADJ 3197xk84b1q 6 36 cmos cmos NOUN 3197xk84b1q 6 37 designs design NOUN 3197xk84b1q 6 38 . . PUNCT 3197xk84b1q 7 1 among among ADP 3197xk84b1q 7 2 the the DET 3197xk84b1q 7 3 emerging emerge VERB 3197xk84b1q 7 4 devices device NOUN 3197xk84b1q 7 5 being be AUX 3197xk84b1q 7 6 studied study VERB 3197xk84b1q 7 7 , , PUNCT 3197xk84b1q 7 8 ferroelectric ferroelectric ADJ 3197xk84b1q 7 9 field field NOUN 3197xk84b1q 7 10 - - PUNCT 3197xk84b1q 7 11 effect effect NOUN 3197xk84b1q 7 12 transistors transistor NOUN 3197xk84b1q 7 13 ( ( PUNCT 3197xk84b1q 7 14 fefets fefet NOUN 3197xk84b1q 7 15 ) ) PUNCT 3197xk84b1q 7 16 stand stand VERB 3197xk84b1q 7 17 out out ADP 3197xk84b1q 7 18 with with ADP 3197xk84b1q 7 19 unique unique ADJ 3197xk84b1q 7 20 hysteretic hysteretic ADJ 3197xk84b1q 7 21 ids id NOUN 3197xk84b1q 7 22 - - PUNCT 3197xk84b1q 7 23 vgs vgs NOUN 3197xk84b1q 7 24 characteristics characteristic NOUN 3197xk84b1q 7 25 . . PUNCT 3197xk84b1q 8 1 we we PRON 3197xk84b1q 8 2 proposed propose VERB 3197xk84b1q 8 3 novel novel ADJ 3197xk84b1q 8 4 logic logic NOUN 3197xk84b1q 8 5 - - PUNCT 3197xk84b1q 8 6 in in ADP 3197xk84b1q 8 7 - - PUNCT 3197xk84b1q 8 8 memory memory NOUN 3197xk84b1q 8 9 ( ( PUNCT 3197xk84b1q 8 10 lim lim PROPN 3197xk84b1q 8 11 ) ) PUNCT 3197xk84b1q 8 12 circuits circuit NOUN 3197xk84b1q 8 13 to to PART 3197xk84b1q 8 14 address address VERB 3197xk84b1q 8 15 the the DET 3197xk84b1q 8 16 processor processor NOUN 3197xk84b1q 8 17 - - PUNCT 3197xk84b1q 8 18 memory memory NOUN 3197xk84b1q 8 19 bottleneck bottleneck NOUN 3197xk84b1q 8 20 in in ADP 3197xk84b1q 8 21 different different ADJ 3197xk84b1q 8 22 computing computing NOUN 3197xk84b1q 8 23 platforms platform NOUN 3197xk84b1q 8 24 by by ADP 3197xk84b1q 8 25 exploiting exploit VERB 3197xk84b1q 8 26 the the DET 3197xk84b1q 8 27 hysteretic hysteretic ADJ 3197xk84b1q 8 28 characteristic characteristic NOUN 3197xk84b1q 8 29 of of ADP 3197xk84b1q 8 30 fefets fefet NOUN 3197xk84b1q 8 31 , , PUNCT 3197xk84b1q 8 32 which which PRON 3197xk84b1q 8 33 allows allow VERB 3197xk84b1q 8 34 the the DET 3197xk84b1q 8 35 devices device NOUN 3197xk84b1q 8 36 to to PART 3197xk84b1q 8 37 function function VERB 3197xk84b1q 8 38 as as ADP 3197xk84b1q 8 39 both both DET 3197xk84b1q 8 40 switches switch NOUN 3197xk84b1q 8 41 and and CCONJ 3197xk84b1q 8 42 a a DET 3197xk84b1q 8 43 non non ADJ 3197xk84b1q 8 44 - - ADJ 3197xk84b1q 8 45 volatile volatile ADJ 3197xk84b1q 8 46 ( ( PUNCT 3197xk84b1q 8 47 nv nv NOUN 3197xk84b1q 8 48 ) ) PUNCT 3197xk84b1q 8 49 storage storage NOUN 3197xk84b1q 8 50 element element NOUN 3197xk84b1q 8 51 . . PUNCT 3197xk84b1q 9 1 moreover moreover ADV 3197xk84b1q 9 2 , , PUNCT 3197xk84b1q 9 3 fefets fefet NOUN 3197xk84b1q 9 4 offer offer VERB 3197xk84b1q 9 5 advantages advantage NOUN 3197xk84b1q 9 6 over over ADP 3197xk84b1q 9 7 other other ADJ 3197xk84b1q 9 8 emerging emerge VERB 3197xk84b1q 9 9 technologies technology NOUN 3197xk84b1q 9 10 , , PUNCT 3197xk84b1q 9 11 including include VERB 3197xk84b1q 9 12 its its PRON 3197xk84b1q 9 13 three three NUM 3197xk84b1q 9 14 - - PUNCT 3197xk84b1q 9 15 terminal terminal NOUN 3197xk84b1q 9 16 structure structure NOUN 3197xk84b1q 9 17 , , PUNCT 3197xk84b1q 9 18 voltage voltage NOUN 3197xk84b1q 9 19 - - PUNCT 3197xk84b1q 9 20 driven drive VERB 3197xk84b1q 9 21 write write NOUN 3197xk84b1q 9 22 mechanism mechanism NOUN 3197xk84b1q 9 23 , , PUNCT 3197xk84b1q 9 24 high high ADJ 3197xk84b1q 9 25 on on ADP 3197xk84b1q 9 26 current current ADJ 3197xk84b1q 9 27 , , PUNCT 3197xk84b1q 9 28 high high ADJ 3197xk84b1q 9 29 on on ADP 3197xk84b1q 9 30 - - PUNCT 3197xk84b1q 9 31 off off ADP 3197xk84b1q 9 32 ratios ratio NOUN 3197xk84b1q 9 33 , , PUNCT 3197xk84b1q 9 34 etc etc X 3197xk84b1q 9 35 . . X 3197xk84b1q 10 1 our our PRON 3197xk84b1q 10 2 proposed propose VERB 3197xk84b1q 10 3 circuits circuit NOUN 3197xk84b1q 10 4 are be AUX 3197xk84b1q 10 5 evaluated evaluate VERB 3197xk84b1q 10 6 to to PART 3197xk84b1q 10 7 be be AUX 3197xk84b1q 10 8 superior superior ADJ 3197xk84b1q 10 9 to to ADP 3197xk84b1q 10 10 equivalent equivalent ADJ 3197xk84b1q 10 11 lim lim PROPN 3197xk84b1q 10 12 approaches approach NOUN 3197xk84b1q 10 13 based base VERB 3197xk84b1q 10 14 on on ADP 3197xk84b1q 10 15 cmos cmos NOUN 3197xk84b1q 10 16 and and CCONJ 3197xk84b1q 10 17 other other ADJ 3197xk84b1q 10 18 emerging emerge VERB 3197xk84b1q 10 19 technologies technology NOUN 3197xk84b1q 10 20 in in ADP 3197xk84b1q 10 21 terms term NOUN 3197xk84b1q 10 22 of of ADP 3197xk84b1q 10 23 area area NOUN 3197xk84b1q 10 24 , , PUNCT 3197xk84b1q 10 25 energy energy NOUN 3197xk84b1q 10 26 and and CCONJ 3197xk84b1q 10 27 performance performance NOUN 3197xk84b1q 10 28 . . PUNCT 3197xk84b1q 11 1 another another DET 3197xk84b1q 11 2 class class NOUN 3197xk84b1q 11 3 of of ADP 3197xk84b1q 11 4 emerging emerge VERB 3197xk84b1q 11 5 devices device NOUN 3197xk84b1q 11 6 , , PUNCT 3197xk84b1q 11 7 i.e. i.e. X 3197xk84b1q 11 8 , , PUNCT 3197xk84b1q 11 9 symmetric symmetric ADJ 3197xk84b1q 11 10 fet fet NOUN 3197xk84b1q 11 11 ( ( PUNCT 3197xk84b1q 11 12 symfet symfet NOUN 3197xk84b1q 11 13 ) ) PUNCT 3197xk84b1q 11 14 , , PUNCT 3197xk84b1q 11 15 exhibit exhibit VERB 3197xk84b1q 11 16 bell bell NOUN 3197xk84b1q 11 17 - - PUNCT 3197xk84b1q 11 18 shaped shape VERB 3197xk84b1q 11 19 i i PROPN 3197xk84b1q 11 20 - - PUNCT 3197xk84b1q 11 21 v v NOUN 3197xk84b1q 11 22 characteristics characteristic NOUN 3197xk84b1q 11 23 . . PUNCT 3197xk84b1q 12 1 by by ADP 3197xk84b1q 12 2 exploiting exploit VERB 3197xk84b1q 12 3 this this DET 3197xk84b1q 12 4 unique unique ADJ 3197xk84b1q 12 5 characteristic characteristic NOUN 3197xk84b1q 12 6 , , PUNCT 3197xk84b1q 12 7 we we PRON 3197xk84b1q 12 8 proposed propose VERB 3197xk84b1q 12 9 symfet symfet NOUN 3197xk84b1q 12 10 - - PUNCT 3197xk84b1q 12 11 based base VERB 3197xk84b1q 12 12 sequential sequential ADJ 3197xk84b1q 12 13 circuits circuit NOUN 3197xk84b1q 12 14 that that PRON 3197xk84b1q 12 15 are be AUX 3197xk84b1q 12 16 more more ADV 3197xk84b1q 12 17 compact compact ADJ 3197xk84b1q 12 18 and and CCONJ 3197xk84b1q 12 19 energy energy NOUN 3197xk84b1q 12 20 efficient efficient ADJ 3197xk84b1q 12 21 than than ADP 3197xk84b1q 12 22 conventional conventional ADJ 3197xk84b1q 12 23 equivalents equivalent NOUN 3197xk84b1q 12 24 . . PUNCT 3197xk84b1q 13 1 we we PRON 3197xk84b1q 13 2 also also ADV 3197xk84b1q 13 3 proposed propose VERB 3197xk84b1q 13 4 a a DET 3197xk84b1q 13 5 compact compact ADJ 3197xk84b1q 13 6 symfet symfet NOUN 3197xk84b1q 13 7 - - PUNCT 3197xk84b1q 13 8 based base VERB 3197xk84b1q 13 9 voltage voltage NOUN 3197xk84b1q 13 10 protector protector NOUN 3197xk84b1q 13 11 that that PRON 3197xk84b1q 13 12 improves improve VERB 3197xk84b1q 13 13 the the DET 3197xk84b1q 13 14 hardware hardware NOUN 3197xk84b1q 13 15 security security NOUN 3197xk84b1q 13 16 aspect aspect NOUN 3197xk84b1q 13 17 of of ADP 3197xk84b1q 13 18 protected protect VERB 3197xk84b1q 13 19 circuits circuit NOUN 3197xk84b1q 13 20 against against ADP 3197xk84b1q 13 21 the the DET 3197xk84b1q 13 22 side side NOUN 3197xk84b1q 13 23 channel channel NOUN 3197xk84b1q 13 24 attack attack NOUN 3197xk84b1q 13 25 . . PUNCT 3197xk84b1q 14 1 our our PRON 3197xk84b1q 14 2 work work NOUN 3197xk84b1q 14 3 paved pave VERB 3197xk84b1q 14 4 the the DET 3197xk84b1q 14 5 way way NOUN 3197xk84b1q 14 6 to to ADP 3197xk84b1q 14 7 building build VERB 3197xk84b1q 14 8 pure pure ADJ 3197xk84b1q 14 9 emerging emerge VERB 3197xk84b1q 14 10 device device NOUN 3197xk84b1q 14 11 based base VERB 3197xk84b1q 14 12 systems system NOUN 3197xk84b1q 14 13 and and CCONJ 3197xk84b1q 14 14 emerging emerge VERB 3197xk84b1q 14 15 technology technology NOUN 3197xk84b1q 14 16 based base VERB 3197xk84b1q 14 17 hardware hardware NOUN 3197xk84b1q 14 18 security security NOUN 3197xk84b1q 14 19 primitives.this primitives.this NOUN 3197xk84b1q 14 20 dissertation dissertation NOUN 3197xk84b1q 14 21 also also ADV 3197xk84b1q 14 22 considers consider VERB 3197xk84b1q 14 23 novel novel ADJ 3197xk84b1q 14 24 hardware hardware NOUN 3197xk84b1q 14 25 design design NOUN 3197xk84b1q 14 26 based base VERB 3197xk84b1q 14 27 on on ADP 3197xk84b1q 14 28 emerging emerge VERB 3197xk84b1q 14 29 computational computational ADJ 3197xk84b1q 14 30 paradigms paradigm NOUN 3197xk84b1q 14 31 for for ADP 3197xk84b1q 14 32 hard hard ADJ 3197xk84b1q 14 33 optimization optimization NOUN 3197xk84b1q 14 34 problems problem NOUN 3197xk84b1q 14 35 in in ADP 3197xk84b1q 14 36 the the DET 3197xk84b1q 14 37 context context NOUN 3197xk84b1q 14 38 of of ADP 3197xk84b1q 14 39 ml ml PROPN 3197xk84b1q 14 40 and and CCONJ 3197xk84b1q 14 41 iot iot ADJ 3197xk84b1q 14 42 applications application NOUN 3197xk84b1q 14 43 . . PUNCT 3197xk84b1q 15 1 boolean boolean ADJ 3197xk84b1q 15 2 satisfiability satisfiability NOUN 3197xk84b1q 15 3 ( ( PUNCT 3197xk84b1q 15 4 sat sit VERB 3197xk84b1q 15 5 ) ) PUNCT 3197xk84b1q 15 6 , , PUNCT 3197xk84b1q 15 7 the the DET 3197xk84b1q 15 8 first first ADJ 3197xk84b1q 15 9 problem problem NOUN 3197xk84b1q 15 10 proven prove VERB 3197xk84b1q 15 11 to to PART 3197xk84b1q 15 12 be be AUX 3197xk84b1q 15 13 np np NOUN 3197xk84b1q 15 14 - - ADJ 3197xk84b1q 15 15 complete complete ADJ 3197xk84b1q 15 16 , , PUNCT 3197xk84b1q 15 17 is be AUX 3197xk84b1q 15 18 intractable intractable ADJ 3197xk84b1q 15 19 on on ADP 3197xk84b1q 15 20 digital digital ADJ 3197xk84b1q 15 21 computers computer NOUN 3197xk84b1q 15 22 based base VERB 3197xk84b1q 15 23 on on ADP 3197xk84b1q 15 24 the the DET 3197xk84b1q 15 25 von von PROPN 3197xk84b1q 15 26 neumann neumann PROPN 3197xk84b1q 15 27 architecture architecture NOUN 3197xk84b1q 15 28 . . PUNCT 3197xk84b1q 16 1 an an DET 3197xk84b1q 16 2 efficient efficient ADJ 3197xk84b1q 16 3 sat sat NOUN 3197xk84b1q 16 4 solver solver NOUN 3197xk84b1q 16 5 can can AUX 3197xk84b1q 16 6 benefit benefit VERB 3197xk84b1q 16 7 many many ADJ 3197xk84b1q 16 8 applications application NOUN 3197xk84b1q 16 9 such such ADJ 3197xk84b1q 16 10 as as ADP 3197xk84b1q 16 11 artificial artificial ADJ 3197xk84b1q 16 12 intelligence intelligence NOUN 3197xk84b1q 16 13 , , PUNCT 3197xk84b1q 16 14 electronic electronic ADJ 3197xk84b1q 16 15 design design NOUN 3197xk84b1q 16 16 automation automation NOUN 3197xk84b1q 16 17 , , PUNCT 3197xk84b1q 16 18 as as ADV 3197xk84b1q 16 19 well well ADV 3197xk84b1q 16 20 as as ADP 3197xk84b1q 16 21 scheduling scheduling NOUN 3197xk84b1q 16 22 and and CCONJ 3197xk84b1q 16 23 functional functional ADJ 3197xk84b1q 16 24 verification verification NOUN 3197xk84b1q 16 25 . . PUNCT 3197xk84b1q 17 1 we we PRON 3197xk84b1q 17 2 propose propose VERB 3197xk84b1q 17 3 a a DET 3197xk84b1q 17 4 novel novel ADJ 3197xk84b1q 17 5 analog analog NOUN 3197xk84b1q 17 6 hardware hardware NOUN 3197xk84b1q 17 7 sat sit VERB 3197xk84b1q 17 8 solver solver VERB 3197xk84b1q 17 9 , , PUNCT 3197xk84b1q 17 10 ac ac PROPN 3197xk84b1q 17 11 - - PROPN 3197xk84b1q 17 12 sat sit VERB 3197xk84b1q 17 13 , , PUNCT 3197xk84b1q 17 14 implementing implement VERB 3197xk84b1q 17 15 an an DET 3197xk84b1q 17 16 analog analog NOUN 3197xk84b1q 17 17 computing compute VERB 3197xk84b1q 17 18 algorithm algorithm PROPN 3197xk84b1q 17 19 called call VERB 3197xk84b1q 17 20 continuous continuous ADJ 3197xk84b1q 17 21 - - PUNCT 3197xk84b1q 17 22 time time NOUN 3197xk84b1q 17 23 dynamical dynamical ADJ 3197xk84b1q 17 24 system system NOUN 3197xk84b1q 17 25 ( ( PUNCT 3197xk84b1q 17 26 ctds ctds PROPN 3197xk84b1q 17 27 ) ) PUNCT 3197xk84b1q 17 28 . . PUNCT 3197xk84b1q 18 1 this this DET 3197xk84b1q 18 2 algorithm algorithm PROPN 3197xk84b1q 18 3 shows show VERB 3197xk84b1q 18 4 polynomial polynomial ADJ 3197xk84b1q 18 5 analog analog NOUN 3197xk84b1q 18 6 time time NOUN 3197xk84b1q 18 7 - - PUNCT 3197xk84b1q 18 8 complexity complexity NOUN 3197xk84b1q 18 9 on on ADP 3197xk84b1q 18 10 the the DET 3197xk84b1q 18 11 hardest hard ADJ 3197xk84b1q 18 12 k k PROPN 3197xk84b1q 18 13 - - PUNCT 3197xk84b1q 18 14 sat sat PROPN 3197xk84b1q 18 15 ( ( PUNCT 3197xk84b1q 18 16 k≥3 k≥3 PROPN 3197xk84b1q 18 17 ) ) PUNCT 3197xk84b1q 18 18 problem problem NOUN 3197xk84b1q 18 19 instances instance NOUN 3197xk84b1q 18 20 , , PUNCT 3197xk84b1q 18 21 but but CCONJ 3197xk84b1q 18 22 at at ADP 3197xk84b1q 18 23 an an DET 3197xk84b1q 18 24 energy energy NOUN 3197xk84b1q 18 25 cost cost NOUN 3197xk84b1q 18 26 dependent dependent ADJ 3197xk84b1q 18 27 on on ADP 3197xk84b1q 18 28 exponentially exponentially ADV 3197xk84b1q 18 29 growing grow VERB 3197xk84b1q 18 30 auxiliary auxiliary ADJ 3197xk84b1q 18 31 variables variable NOUN 3197xk84b1q 18 32 . . PUNCT 3197xk84b1q 19 1 ac ac PROPN 3197xk84b1q 19 2 - - PROPN 3197xk84b1q 19 3 sat sat PROPN 3197xk84b1q 19 4 is be AUX 3197xk84b1q 19 5 intended intend VERB 3197xk84b1q 19 6 to to PART 3197xk84b1q 19 7 be be AUX 3197xk84b1q 19 8 used use VERB 3197xk84b1q 19 9 as as ADP 3197xk84b1q 19 10 a a DET 3197xk84b1q 19 11 co co NOUN 3197xk84b1q 19 12 - - NOUN 3197xk84b1q 19 13 processor processor NOUN 3197xk84b1q 19 14 and and CCONJ 3197xk84b1q 19 15 is be AUX 3197xk84b1q 19 16 programmable programmable ADJ 3197xk84b1q 19 17 for for ADP 3197xk84b1q 19 18 handling handle VERB 3197xk84b1q 19 19 different different ADJ 3197xk84b1q 19 20 problem problem NOUN 3197xk84b1q 19 21 specifications specification NOUN 3197xk84b1q 19 22 . . PUNCT 3197xk84b1q 20 1 it it PRON 3197xk84b1q 20 2 is be AUX 3197xk84b1q 20 3 especially especially ADV 3197xk84b1q 20 4 effective effective ADJ 3197xk84b1q 20 5 for for ADP 3197xk84b1q 20 6 solving solve VERB 3197xk84b1q 20 7 the the DET 3197xk84b1q 20 8 hard hard ADJ 3197xk84b1q 20 9 k k PROPN 3197xk84b1q 20 10 - - PUNCT 3197xk84b1q 20 11 sat sit VERB 3197xk84b1q 20 12 problem problem NOUN 3197xk84b1q 20 13 instances instance NOUN 3197xk84b1q 20 14 that that PRON 3197xk84b1q 20 15 are be AUX 3197xk84b1q 20 16 challenging challenge VERB 3197xk84b1q 20 17 for for ADP 3197xk84b1q 20 18 algorithms algorithm NOUN 3197xk84b1q 20 19 running run VERB 3197xk84b1q 20 20 on on ADP 3197xk84b1q 20 21 digital digital ADJ 3197xk84b1q 20 22 machines machine NOUN 3197xk84b1q 20 23 . . PUNCT 3197xk84b1q 21 1 furthermore furthermore ADV 3197xk84b1q 21 2 , , PUNCT 3197xk84b1q 21 3 with with ADP 3197xk84b1q 21 4 its its PRON 3197xk84b1q 21 5 modular modular ADJ 3197xk84b1q 21 6 design design NOUN 3197xk84b1q 21 7 , , PUNCT 3197xk84b1q 21 8 ac ac PROPN 3197xk84b1q 21 9 - - PUNCT 3197xk84b1q 21 10 sat sat PROPN 3197xk84b1q 21 11 can can AUX 3197xk84b1q 21 12 be be AUX 3197xk84b1q 21 13 readily readily ADV 3197xk84b1q 21 14 extended extend VERB 3197xk84b1q 21 15 to to PART 3197xk84b1q 21 16 solve solve VERB 3197xk84b1q 21 17 larger large ADJ 3197xk84b1q 21 18 size size NOUN 3197xk84b1q 21 19 problems problem NOUN 3197xk84b1q 21 20 . . PUNCT 3197xk84b1q 22 1 spice spice NOUN 3197xk84b1q 22 2 simulation simulation NOUN 3197xk84b1q 22 3 results result NOUN 3197xk84b1q 22 4 show show VERB 3197xk84b1q 22 5 that that SCONJ 3197xk84b1q 22 6 ac ac PROPN 3197xk84b1q 22 7 - - PUNCT 3197xk84b1q 22 8 sat sat PROPN 3197xk84b1q 22 9 can can AUX 3197xk84b1q 22 10 indeed indeed ADV 3197xk84b1q 22 11 solve solve VERB 3197xk84b1q 22 12 the the DET 3197xk84b1q 22 13 sat sat ADJ 3197xk84b1q 22 14 problems problem NOUN 3197xk84b1q 22 15 , , PUNCT 3197xk84b1q 22 16 and and CCONJ 3197xk84b1q 22 17 it it PRON 3197xk84b1q 22 18 has have VERB 3197xk84b1q 22 19 speedup speedup NOUN 3197xk84b1q 22 20 factors factor NOUN 3197xk84b1q 22 21 of of ADP 3197xk84b1q 22 22 ∼10 ∼10 NUM 3197xk84b1q 22 23 ^ ^ SYM 3197xk84b1q 22 24 4 4 NUM 3197xk84b1q 22 25 on on ADP 3197xk84b1q 22 26 even even ADV 3197xk84b1q 22 27 the the DET 3197xk84b1q 22 28 hardest hard ADJ 3197xk84b1q 22 29 3 3 NUM 3197xk84b1q 22 30 - - PUNCT 3197xk84b1q 22 31 sat sat NOUN 3197xk84b1q 22 32 problems problem NOUN 3197xk84b1q 22 33 , , PUNCT 3197xk84b1q 22 34 when when SCONJ 3197xk84b1q 22 35 compared compare VERB 3197xk84b1q 22 36 with with ADP 3197xk84b1q 22 37 a a DET 3197xk84b1q 22 38 state state NOUN 3197xk84b1q 22 39 - - PUNCT 3197xk84b1q 22 40 of of ADP 3197xk84b1q 22 41 - - PUNCT 3197xk84b1q 22 42 the the DET 3197xk84b1q 22 43 - - PUNCT 3197xk84b1q 22 44 art art NOUN 3197xk84b1q 22 45 sat sit VERB 3197xk84b1q 22 46 solver solver VERB 3197xk84b1q 22 47 on on ADP 3197xk84b1q 22 48 digital digital ADJ 3197xk84b1q 22 49 computers computer NOUN 3197xk84b1q 22 50 . . PUNCT