id sid tid token lemma pos 05741r69d62 1 1 recent recent ADJ 05741r69d62 1 2 advances advance NOUN 05741r69d62 1 3 in in ADP 05741r69d62 1 4 artificial artificial ADJ 05741r69d62 1 5 intelligence intelligence NOUN 05741r69d62 1 6 have have AUX 05741r69d62 1 7 propelled propel VERB 05741r69d62 1 8 the the DET 05741r69d62 1 9 development development NOUN 05741r69d62 1 10 of of ADP 05741r69d62 1 11 innovative innovative ADJ 05741r69d62 1 12 computational computational ADJ 05741r69d62 1 13 materials material NOUN 05741r69d62 1 14 modeling modeling NOUN 05741r69d62 1 15 and and CCONJ 05741r69d62 1 16 design design NOUN 05741r69d62 1 17 techniques technique NOUN 05741r69d62 1 18 . . PUNCT 05741r69d62 2 1 generative generative ADJ 05741r69d62 2 2 deep deep ADJ 05741r69d62 2 3 learning learning NOUN 05741r69d62 2 4 models model NOUN 05741r69d62 2 5 have have AUX 05741r69d62 2 6 been be AUX 05741r69d62 2 7 used use VERB 05741r69d62 2 8 for for ADP 05741r69d62 2 9 molecular molecular ADJ 05741r69d62 2 10 representation representation NOUN 05741r69d62 2 11 , , PUNCT 05741r69d62 2 12 discovery discovery NOUN 05741r69d62 2 13 , , PUNCT 05741r69d62 2 14 and and CCONJ 05741r69d62 2 15 design design NOUN 05741r69d62 2 16 . . PUNCT 05741r69d62 3 1 in in ADP 05741r69d62 3 2 this this DET 05741r69d62 3 3 work work NOUN 05741r69d62 3 4 , , PUNCT 05741r69d62 3 5 we we PRON 05741r69d62 3 6 assess assess VERB 05741r69d62 3 7 the the DET 05741r69d62 3 8 predictive predictive ADJ 05741r69d62 3 9 capabilities capability NOUN 05741r69d62 3 10 of of ADP 05741r69d62 3 11 a a DET 05741r69d62 3 12 molecular molecular ADJ 05741r69d62 3 13 generative generative ADJ 05741r69d62 3 14 model model NOUN 05741r69d62 3 15 developed develop VERB 05741r69d62 3 16 based base VERB 05741r69d62 3 17 on on ADP 05741r69d62 3 18 variational variational ADJ 05741r69d62 3 19 inference inference NOUN 05741r69d62 3 20 and and CCONJ 05741r69d62 3 21 graph graph NOUN 05741r69d62 3 22 theory theory NOUN 05741r69d62 3 23 in in ADP 05741r69d62 3 24 the the DET 05741r69d62 3 25 small small ADJ 05741r69d62 3 26 data datum NOUN 05741r69d62 3 27 regime regime NOUN 05741r69d62 3 28 . . PUNCT 05741r69d62 4 1 physical physical ADJ 05741r69d62 4 2 constraints constraint NOUN 05741r69d62 4 3 that that PRON 05741r69d62 4 4 encourage encourage VERB 05741r69d62 4 5 energetically energetically ADV 05741r69d62 4 6 stable stable ADJ 05741r69d62 4 7 molecules molecule NOUN 05741r69d62 4 8 are be AUX 05741r69d62 4 9 proposed propose VERB 05741r69d62 4 10 . . PUNCT 05741r69d62 5 1 the the DET 05741r69d62 5 2 encoding encoding NOUN 05741r69d62 5 3 network network NOUN 05741r69d62 5 4 is be AUX 05741r69d62 5 5 based base VERB 05741r69d62 5 6 on on ADP 05741r69d62 5 7 the the DET 05741r69d62 5 8 scattering scattering NOUN 05741r69d62 5 9 transform transform NOUN 05741r69d62 5 10 with with ADP 05741r69d62 5 11 adaptive adaptive ADJ 05741r69d62 5 12 spectral spectral ADJ 05741r69d62 5 13 filters filter NOUN 05741r69d62 5 14 to to PART 05741r69d62 5 15 allow allow VERB 05741r69d62 5 16 for for ADP 05741r69d62 5 17 better well ADJ 05741r69d62 5 18 generalization generalization NOUN 05741r69d62 5 19 of of ADP 05741r69d62 5 20 the the DET 05741r69d62 5 21 model model NOUN 05741r69d62 5 22 . . PUNCT 05741r69d62 6 1 the the DET 05741r69d62 6 2 decoding decode VERB 05741r69d62 6 3 network network NOUN 05741r69d62 6 4 is be AUX 05741r69d62 6 5 a a DET 05741r69d62 6 6 one one NUM 05741r69d62 6 7 - - PUNCT 05741r69d62 6 8 shot shot NOUN 05741r69d62 6 9 graph graph NOUN 05741r69d62 6 10 generative generative ADJ 05741r69d62 6 11 model model NOUN 05741r69d62 6 12 that that PRON 05741r69d62 6 13 conditions condition VERB 05741r69d62 6 14 atom atom NOUN 05741r69d62 6 15 types type NOUN 05741r69d62 6 16 on on ADP 05741r69d62 6 17 molecular molecular ADJ 05741r69d62 6 18 topology topology NOUN 05741r69d62 6 19 . . PUNCT 05741r69d62 7 1 a a DET 05741r69d62 7 2 bayesian bayesian ADJ 05741r69d62 7 3 formalism formalism NOUN 05741r69d62 7 4 is be AUX 05741r69d62 7 5 considered consider VERB 05741r69d62 7 6 to to PART 05741r69d62 7 7 capture capture VERB 05741r69d62 7 8 uncertainties uncertainty NOUN 05741r69d62 7 9 in in ADP 05741r69d62 7 10 the the DET 05741r69d62 7 11 predictive predictive ADJ 05741r69d62 7 12 estimates estimate NOUN 05741r69d62 7 13 of of ADP 05741r69d62 7 14 molecular molecular ADJ 05741r69d62 7 15 properties property NOUN 05741r69d62 7 16 . . PUNCT 05741r69d62 8 1 the the DET 05741r69d62 8 2 model model NOUN 05741r69d62 8 3 's 's PART 05741r69d62 8 4 performance performance NOUN 05741r69d62 8 5 is be AUX 05741r69d62 8 6 evaluated evaluate VERB 05741r69d62 8 7 by by ADP 05741r69d62 8 8 generating generate VERB 05741r69d62 8 9 molecules molecule NOUN 05741r69d62 8 10 with with ADP 05741r69d62 8 11 desired desire VERB 05741r69d62 8 12 target target NOUN 05741r69d62 8 13 properties property NOUN 05741r69d62 8 14 . . PUNCT