-
Notifications
You must be signed in to change notification settings - Fork 27
/
ref.bib
833 lines (819 loc) · 35.6 KB
/
ref.bib
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
%algorithm
@article{Ratner2016DataPC,
title={Data Programming: Creating Large Training Sets, Quickly},
author={Alexander J. Ratner and Christopher De Sa and Sen Wu and Daniel Selsam and C. R{\'e}},
journal={Advances in neural information processing systems},
year={2016},
volume={29},
pages={
3567-3575
}
}
@article{Varma2016SocraticLA,
title={Socratic Learning: Augmenting Generative Models to Incorporate Latent Subsets in Training Data},
author={P. Varma and Bryan D. He and Dan Iter and Peng Xu and Rose Yu and Christopher De Sa and Christopher R{\'e}},
journal={arXiv: Learning},
year={2016}
}
@article{Ratner2019TrainingCM,
title={Training Complex Models with Multi-Task Weak Supervision},
author={Alexander J. Ratner and Braden Hancock and Jared A Dunnmon and Frederic Sala and Shreyash Pandey and C. R{\'e}},
journal={Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence},
year={2019},
volume={33},
pages={
4763-4771
}
}
@article{Chatterjee2019DataPU,
title={Data Programming using Continuous and Quality-Guided Labeling Functions},
author={Oishik Chatterjee and Ganesh Ramakrishnan and Sunita Sarawagi},
journal={ArXiv},
year={2019},
volume={abs/1911.09860}
}
@inproceedings{DBLP:conf/icml/FuCSHFR20,
author = {Daniel Y. Fu and
Mayee F. Chen and
Frederic Sala and
Sarah M. Hooper and
Kayvon Fatahalian and
Christopher R{\'{e}}},
title = {Fast and Three-rious: Speeding Up Weak Supervision with Triplet Methods},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {3280--3291},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/fu20a.html},
timestamp = {Tue, 15 Dec 2020 17:40:18 +0100},
biburl = {https://dblp.org/rec/conf/icml/FuCSHFR20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/AwasthiGGS20,
author = {Abhijeet Awasthi and
Sabyasachi Ghosh and
Rasna Goyal and
Sunita Sarawagi},
title = {Learning from Rules Generalizing Labeled Exemplars},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=SkeuexBtDr},
timestamp = {Thu, 07 May 2020 17:11:48 +0200},
biburl = {https://dblp.org/rec/conf/iclr/AwasthiGGS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Chen2020TrainAY,
title={Train and You'll Miss It: Interactive Model Iteration with Weak Supervision and Pre-Trained Embeddings},
author={Mayee F. Chen and Daniel Y. Fu and Frederic Sala and Sen Wu and Ravi Teja Mullapudi and Fait Poms and K. Fatahalian and Christopher R'e},
journal={ArXiv},
year={2020},
volume={abs/2006.15168}
}
@article{Bach2017LearningTS,
title={Learning the Structure of Generative Models without Labeled Data},
author={Stephen H. Bach and Bryan D. He and Alexander J. Ratner and C. R{\'e}},
journal={Proceedings of machine learning research},
year={2017},
volume={70},
pages={
273-82
}
}
@article{Varma2017InferringGM,
title={Inferring Generative Model Structure with Static Analysis},
author={P. Varma and Bryan D. He and Payal Bajaj and Nishith Khandwala and I. Banerjee and D. Rubin and Christopher R{\'e}},
journal={Advances in neural information processing systems},
year={2017},
volume={30},
pages={
239-249
}
}
@inproceedings{Varma2019LearningDS,
title={Learning Dependency Structures for Weak Supervision Models},
author={P. Varma and Frederic Sala and Ann He and Alexander J. Ratner and C. R{\'e}},
booktitle={ICML},
year={2019}
}
@article{MisspecificationInDP,
author = {Salva R{\"{u}}hling Cachay and
Benedikt Boecking and
Artur Dubrawski},
title = {Dependency Structure Misspecification in Multi-Source Weak Supervision Models},
year = {2021},
journal = {ICLR Workshop on Weakly Supervised Learning}
}
@inproceedings{DBLP:conf/naacl/KaramanolakisMZ21,
author = {Giannis Karamanolakis and
Subhabrata Mukherjee and
Guoqing Zheng and
Ahmed Hassan Awadallah},
editor = {Kristina Toutanova and
Anna Rumshisky and
Luke Zettlemoyer and
Dilek Hakkani{-}T{\"{u}}r and
Iz Beltagy and
Steven Bethard and
Ryan Cotterell and
Tanmoy Chakraborty and
Yichao Zhou},
title = {Self-Training with Weak Supervision},
booktitle = {Proceedings of the 2021 Conference of the North American Chapter of
the Association for Computational Linguistics: Human Language Technologies,
{NAACL-HLT} 2021, Online, June 6-11, 2021},
pages = {845--863},
publisher = {Association for Computational Linguistics},
year = {2021},
url = {https://www.aclweb.org/anthology/2021.naacl-main.66/},
timestamp = {Fri, 04 Jun 2021 19:47:03 +0200},
biburl = {https://dblp.org/rec/conf/naacl/KaramanolakisMZ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Cohen2019InteractivePL,
title={Interactive Programmatic Labeling for Weak Supervision},
author={Benjamin Cohen-Wang and Stephen Mussmann and Alex Ratner and Chris Ré},
booktitle={KDDworkshop},
year={2019}
}
@workshop{Boecking-2019-121780,
author = {Benedikt Boecking and Artur Dubrawski},
title = {Pairwise Feedback for Data Programming},
booktitle = {Proceedings of NeurIPS '19 Workshop on Learning with Rich Experience (LIRE '19)},
year = {2019},
month = {December},
}
@inproceedings{DBLP:conf/iclr/BoeckingNXD21,
author = {Benedikt Boecking and
Willie Neiswanger and
Eric P. Xing and
Artur Dubrawski},
title = {Interactive Weak Supervision: Learning Useful Heuristics for Data
Labeling},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=IDFQI9OY6K},
timestamp = {Wed, 23 Jun 2021 17:36:40 +0200},
biburl = {https://dblp.org/rec/conf/iclr/BoeckingNXD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Biegel2021ActiveWI,
title={Active WeaSuL: Improving Weak Supervision with Active Learning},
author={Samantha Biegel and Rafah El-Khatib and Luiz Otavio Vilas Boas Oliveira and Max Baak and N. Aben},
journal={ArXiv},
year={2021},
volume={abs/2104.14847}
}
@article{Galhotra2021AdaptiveRD,
title={Adaptive Rule Discovery for Labeling Text Data},
author={Sainyam Galhotra and Behzad Golshan and W. Tan},
journal={Proceedings of the 2021 International Conference on Management of Data},
year={2021}
}
%system
@article{Ratner2017SnorkelRT,
title={Snorkel: Rapid Training Data Creation with Weak Supervision},
author={Alexander J. Ratner and Stephen H. Bach and Henry R. Ehrenberg and Jason Alan Fries and Sen Wu and C. R{\'e}},
journal={Proceedings of the VLDB Endowment. International Conference on Very Large Data Bases},
year={2017},
volume={11 3},
pages={
269-282
}
}
@article{Bach2019SnorkelDA,
title={Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale},
author={Stephen H. Bach and Daniel Rodriguez and Yintao Liu and Chong Luo and Haidong Shao and C. Xia and S. Sen and Alexander J. Ratner and Braden Hancock and H. Alborzi and Rahul Kuchhal and C. R{\'e} and Rob Malkin},
journal={Proceedings of the 2019 International Conference on Management of Data},
year={2019}
}
@article{Varma2018SnubaAW,
title={Snuba: Automating Weak Supervision to Label Training Data},
author={P. Varma and C. R{\'e}},
journal={Proceedings of the VLDB Endowment. International Conference on Very Large Data Bases},
year={2018},
volume={12 3},
pages={
223-236
}
}
@inproceedings{Sheng2020MigratingAP,
title={Migrating a Privacy-Safe Information Extraction System to a Software 2.0 Design},
author={Ying Sheng and N. Vo and James Bradley Wendt and Sandeep Tata and Marc Najork},
booktitle={CIDR},
year={2020}
}
@inproceedings{DBLP:conf/cidr/Re20,
author = {Christopher R{\'{e}}},
title = {Overton: {A} Data System for Monitoring and Improving Machine-Learned
Products},
booktitle = {10th Conference on Innovative Data Systems Research, {CIDR} 2020,
Amsterdam, The Netherlands, January 12-15, 2020, Online Proceedings},
publisher = {www.cidrdb.org},
year = {2020},
url = {http://cidrdb.org/cidr2020/papers/p33-re-cidr20.pdf},
timestamp = {Tue, 23 Mar 2021 15:36:26 +0100},
biburl = {https://dblp.org/rec/conf/cidr/Re20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Evensen2020RulerDP,
title={Ruler: Data Programming by Demonstration for Document Labeling},
author={Sara Evensen and Chang Ge and Ç. Demiralp},
booktitle={FINDINGS},
year={2020}
}
@article{Lison2021skweakWS,
title={skweak: Weak Supervision Made Easy for NLP},
author={Pierre Lison and Jeremy Barnes and A. Hubin},
journal={ArXiv},
year={2021},
volume={abs/2104.09683}
}
@article{Choi2021TagRulerIT,
title={TagRuler: Interactive Tool for Span-Level Data Programming by Demonstration},
author={Dongjin Choi and Sara Evensen and Ç. Demiralp and Estevam R. Hruschka},
journal={Companion Proceedings of the Web Conference 2021},
year={2021}
}
%applicantion
%CV:
@inproceedings{Varma2019multi,
author = {Varma, Paroma and Sala, Frederic and Sagawa, Shiori and Fries, Jason and Fu, Daniel and Khattar, Saelig and Ramamoorthy, Ashwini and Xiao, Ke and Fatahalian, Kayvon and Priest, James and R\'{e}, Christopher},
booktitle = {Advances in Neural Information Processing Systems},
pages = {},
title = {Multi-Resolution Weak Supervision for Sequential Data},
url = {https://proceedings.neurips.cc/paper/2019/file/93db85ed909c13838ff95ccfa94cebd9-Paper.pdf},
volume = {32},
year = {2019}
}
@inproceedings{chen2019scene,
title={Scene graph prediction with limited labels},
author={Chen, Vincent S and Varma, Paroma and Krishna, Ranjay and Bernstein, Michael and Re, Christopher and Fei-Fei, Li},
booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
pages={2580--2590},
year={2019}
}
@inproceedings{das2020goggles,
title={Goggles: Automatic image labeling with affinity coding},
author={Das, Nilaksh and Chaba, Sanya and Wu, Renzhi and Gandhi, Sakshi and Chau, Duen Horng and Chu, Xu},
booktitle={Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data},
pages={1717--1732},
year={2020}
}
@inproceedings{hooper2020cut,
title={Cut out the annotator, keep the cutout: better segmentation with weak supervision},
author={Hooper, Sarah and Wornow, Michael and Seah, Ying Hang and Kellman, Peter and Xue, Hui and Sala, Frederic and Langlotz, Curtis and Re, Christopher},
booktitle={International Conference on Learning Representations},
year={2020}
}
@article{DBLP:journals/corr/abs-1910-02993,
author = {Daniel Y. Fu and
Will Crichton and
James Hong and
Xinwei Yao and
Haotian Zhang and
Anh Truong and
Avanika Narayan and
Maneesh Agrawala and
Christopher R{\'{e}} and
Kayvon Fatahalian},
title = {Rekall: Specifying Video Events using Compositions of Spatiotemporal
Labels},
journal = {CoRR},
volume = {abs/1910.02993},
year = {2019},
url = {http://arxiv.org/abs/1910.02993},
archivePrefix = {arXiv},
eprint = {1910.02993},
timestamp = {Wed, 09 Oct 2019 14:07:58 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-02993.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{sun2021task,
title={Task programming: Learning data efficient behavior representations},
author={Sun, Jennifer J and Kennedy, Ann and Zhan, Eric and Anderson, David J and Yue, Yisong and Perona, Pietro},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
pages={2876--2885},
year={2021}
}
%NLP:
@inproceedings{DBLP:conf/emnlp/LiuRZZGJH17,
author = {Liyuan Liu and
Xiang Ren and
Qi Zhu and
Shi Zhi and
Huan Gui and
Heng Ji and
Jiawei Han},
editor = {Martha Palmer and
Rebecca Hwa and
Sebastian Riedel},
title = {Heterogeneous Supervision for Relation Extraction: {A} Representation
Learning Approach},
booktitle = {Proceedings of the 2017 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2017, Copenhagen, Denmark, September
9-11, 2017},
pages = {46--56},
publisher = {Association for Computational Linguistics},
year = {2017},
url = {https://doi.org/10.18653/v1/d17-1005},
doi = {10.18653/v1/d17-1005},
timestamp = {Sun, 28 Feb 2021 15:43:28 +0100},
biburl = {https://dblp.org/rec/conf/emnlp/LiuRZZGJH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/LiangRHVWB18,
author = {Braden Hancock and
Paroma Varma and
Stephanie Wang and
Martin Bringmann and
Percy Liang and
Christopher R{\'{e}}},
editor = {Iryna Gurevych and
Yusuke Miyao},
title = {Training Classifiers with Natural Language Explanations},
booktitle = {Proceedings of the 56th Annual Meeting of the Association for Computational
Linguistics, {ACL} 2018, Melbourne, Australia, July 15-20, 2018, Volume
1: Long Papers},
pages = {1884--1895},
publisher = {Association for Computational Linguistics},
year = {2018},
url = {https://www.aclweb.org/anthology/P18-1175/},
doi = {10.18653/v1/P18-1175},
timestamp = {Mon, 16 Sep 2019 13:46:41 +0200},
biburl = {https://dblp.org/rec/conf/acl/LiangRHVWB18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Hammar_2018,
title={Deep Text Mining of Instagram Data without Strong Supervision},
ISBN={9781538673256},
url={http://dx.doi.org/10.1109/WI.2018.00-94},
DOI={10.1109/wi.2018.00-94},
journal={2018 IEEE/WIC/ACM International Conference on Web Intelligence (WI)},
publisher={IEEE},
author={Hammar, Kim and Jaradat, Shatha and Dokoohaki, Nima and Matskin, Mihhail},
year={2018},
month={Dec}
}
@inproceedings{DBLP:conf/aaai/MallinarSUGGHLZ19,
author = {Neil Mallinar and
Abhishek Shah and
Rajendra Ugrani and
Ayush Gupta and
Manikandan Gurusankar and
Tin Kam Ho and
Q. Vera Liao and
Yunfeng Zhang and
Rachel K. E. Bellamy and
Robert Yates and
Chris Desmarais and
Blake McGregor},
title = {Bootstrapping Conversational Agents with Weak Supervision},
booktitle = {The Thirty-Third {AAAI} Conference on Artificial Intelligence, {AAAI}
2019, The Thirty-First Innovative Applications of Artificial Intelligence
Conference, {IAAI} 2019, The Ninth {AAAI} Symposium on Educational
Advances in Artificial Intelligence, {EAAI} 2019, Honolulu, Hawaii,
USA, January 27 - February 1, 2019},
pages = {9528--9533},
publisher = {{AAAI} Press},
year = {2019},
url = {https://doi.org/10.1609/aaai.v33i01.33019528},
doi = {10.1609/aaai.v33i01.33019528},
timestamp = {Tue, 02 Feb 2021 08:00:57 +0100},
biburl = {https://dblp.org/rec/conf/aaai/MallinarSUGGHLZ19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/SafranchikLB20,
author = {Esteban Safranchik and
Shiying Luo and
Stephen H. Bach},
title = {Weakly Supervised Sequence Tagging from Noisy Rules},
booktitle = {The Thirty-Fourth {AAAI} Conference on Artificial Intelligence, {AAAI}
2020, The Thirty-Second Innovative Applications of Artificial Intelligence
Conference, {IAAI} 2020, The Tenth {AAAI} Symposium on Educational
Advances in Artificial Intelligence, {EAAI} 2020, New York, NY, USA,
February 7-12, 2020},
pages = {5570--5578},
publisher = {{AAAI} Press},
year = {2020},
url = {https://aaai.org/ojs/index.php/AAAI/article/view/6009},
timestamp = {Tue, 02 Feb 2021 07:59:53 +0100},
biburl = {https://dblp.org/rec/conf/aaai/SafranchikLB20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/ZhouLLWDNR20,
author = {Wenxuan Zhou and
Hongtao Lin and
Bill Yuchen Lin and
Ziqi Wang and
Junyi Du and
Leonardo Neves and
Xiang Ren},
editor = {Yennun Huang and
Irwin King and
Tie{-}Yan Liu and
Maarten van Steen},
title = {{NERO:} {A} Neural Rule Grounding Framework for Label-Efficient Relation
Extraction},
booktitle = {{WWW} '20: The Web Conference 2020, Taipei, Taiwan, April 20-24, 2020},
pages = {2166--2176},
publisher = {{ACM} / {IW3C2}},
year = {2020},
url = {https://doi.org/10.1145/3366423.3380282},
doi = {10.1145/3366423.3380282},
timestamp = {Mon, 01 Mar 2021 13:46:58 +0100},
biburl = {https://dblp.org/rec/conf/www/ZhouLLWDNR20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/LisonBHT20,
author = {Pierre Lison and
Jeremy Barnes and
Aliaksandr Hubin and
Samia Touileb},
editor = {Dan Jurafsky and
Joyce Chai and
Natalie Schluter and
Joel R. Tetreault},
title = {Named Entity Recognition without Labelled Data: {A} Weak Supervision
Approach},
booktitle = {Proceedings of the 58th Annual Meeting of the Association for Computational
Linguistics, {ACL} 2020, Online, July 5-10, 2020},
pages = {1518--1533},
publisher = {Association for Computational Linguistics},
year = {2020},
url = {https://doi.org/10.18653/v1/2020.acl-main.139},
doi = {10.18653/v1/2020.acl-main.139},
timestamp = {Fri, 08 Jan 2021 21:20:30 +0100},
biburl = {https://dblp.org/rec/conf/acl/LisonBHT20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/RenLSKMZ20,
author = {Wendi Ren and
Yinghao Li and
Hanting Su and
David Kartchner and
Cassie Mitchell and
Chao Zhang},
editor = {Trevor Cohn and
Yulan He and
Yang Liu},
title = {Denoising Multi-Source Weak Supervision for Neural Text Classification},
booktitle = {Proceedings of the 2020 Conference on Empirical Methods in Natural
Language Processing: Findings, {EMNLP} 2020, Online Event, 16-20 November
2020},
series = {Findings of {ACL}},
volume = {{EMNLP} 2020},
pages = {3739--3754},
publisher = {Association for Computational Linguistics},
year = {2020},
url = {https://doi.org/10.18653/v1/2020.findings-emnlp.334},
doi = {10.18653/v1/2020.findings-emnlp.334},
timestamp = {Fri, 18 Jun 2021 10:22:03 +0200},
biburl = {https://dblp.org/rec/conf/emnlp/RenLSKMZ20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/naacl/YuZJRZZ21,
author = {Yue Yu and
Simiao Zuo and
Haoming Jiang and
Wendi Ren and
Tuo Zhao and
Chao Zhang},
editor = {Kristina Toutanova and
Anna Rumshisky and
Luke Zettlemoyer and
Dilek Hakkani{-}T{\"{u}}r and
Iz Beltagy and
Steven Bethard and
Ryan Cotterell and
Tanmoy Chakraborty and
Yichao Zhou},
title = {Fine-Tuning Pre-trained Language Model with Weak Supervision: {A}
Contrastive-Regularized Self-Training Approach},
booktitle = {Proceedings of the 2021 Conference of the North American Chapter of
the Association for Computational Linguistics: Human Language Technologies,
{NAACL-HLT} 2021, Online, June 6-11, 2021},
pages = {1063--1077},
publisher = {Association for Computational Linguistics},
year = {2021},
url = {https://www.aclweb.org/anthology/2021.naacl-main.84/},
timestamp = {Fri, 04 Jun 2021 19:47:03 +0200},
biburl = {https://dblp.org/rec/conf/naacl/YuZJRZZ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/naacl/JiaSTSL21,
author = {Chenghao Jia and
Yongliang Shen and
Yechun Tang and
Lu Sun and
Weiming Lu},
editor = {Kristina Toutanova and
Anna Rumshisky and
Luke Zettlemoyer and
Dilek Hakkani{-}T{\"{u}}r and
Iz Beltagy and
Steven Bethard and
Ryan Cotterell and
Tanmoy Chakraborty and
Yichao Zhou},
title = {Heterogeneous Graph Neural Networks for Concept Prerequisite Relation
Learning in Educational Data},
booktitle = {Proceedings of the 2021 Conference of the North American Chapter of
the Association for Computational Linguistics: Human Language Technologies,
{NAACL-HLT} 2021, Online, June 6-11, 2021},
pages = {2036--2047},
publisher = {Association for Computational Linguistics},
year = {2021},
url = {https://www.aclweb.org/anthology/2021.naacl-main.164/},
timestamp = {Fri, 04 Jun 2021 19:47:03 +0200},
biburl = {https://dblp.org/rec/conf/naacl/JiaSTSL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/naacl/GoelORVR21,
author = {Karan Goel and
Laurel J. Orr and
Nazneen Fatema Rajani and
Jesse Vig and
Christopher R{\'{e}}},
editor = {Young{-}bum Kim and
Yunyao Li and
Owen Rambow},
title = {Goodwill Hunting: Analyzing and Repurposing Off-the-Shelf Named Entity
Linking Systems},
booktitle = {Proceedings of the 2021 Conference of the North American Chapter of
the Association for Computational Linguistics: Human Language Technologies:
Industry Papers, {NAACL-HLT} 2021, Online, June 6-11, 2021},
pages = {205--213},
publisher = {Association for Computational Linguistics},
year = {2021},
url = {https://doi.org/10.18653/v1/2021.naacl-industry.26},
doi = {10.18653/v1/2021.naacl-industry.26},
timestamp = {Wed, 23 Jun 2021 12:10:10 +0200},
biburl = {https://dblp.org/rec/conf/naacl/GoelORVR21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/naacl/OramasQG21,
author = {Sergio Oramas and
Massimo Quadrana and
Fabien Gouyon},
editor = {Young{-}bum Kim and
Yunyao Li and
Owen Rambow},
title = {Bootstrapping a Music Voice Assistant with Weak Supervision},
booktitle = {Proceedings of the 2021 Conference of the North American Chapter of
the Association for Computational Linguistics: Human Language Technologies:
Industry Papers, {NAACL-HLT} 2021, Online, June 6-11, 2021},
pages = {49--55},
publisher = {Association for Computational Linguistics},
year = {2021},
url = {https://doi.org/10.18653/v1/2021.naacl-industry.7},
doi = {10.18653/v1/2021.naacl-industry.7},
timestamp = {Wed, 23 Jun 2021 12:10:10 +0200},
biburl = {https://dblp.org/rec/conf/naacl/OramasQG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-12848,
author = {Yinghao Li and
Pranav Shetty and
Lucas Liu and
Chao Zhang and
Le Song},
title = {BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised
Named Entity Recognition},
journal = {CoRR},
volume = {abs/2105.12848},
year = {2021},
url = {https://arxiv.org/abs/2105.12848},
archivePrefix = {arXiv},
eprint = {2105.12848},
timestamp = {Tue, 01 Jun 2021 18:07:59 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-12848.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-00162,
author = {Weixin Liang and
Kaihui Liang and
Zhou Yu},
title = {{HERALD:} An Annotation Efficient Method to Detect User Disengagement
in Social Conversations},
journal = {CoRR},
volume = {abs/2106.00162},
year = {2021},
url = {https://arxiv.org/abs/2106.00162},
archivePrefix = {arXiv},
eprint = {2106.00162},
timestamp = {Wed, 09 Jun 2021 18:45:08 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-00162.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-14064,
author = {Chien{-}Sheng Wu and
Linqing Liu and
Wenhao Liu and
Pontus Stenetorp and
Caiming Xiong},
title = {Controllable Abstractive Dialogue Summarization with Sketch Supervision},
journal = {CoRR},
volume = {abs/2105.14064},
year = {2021},
url = {https://arxiv.org/abs/2105.14064},
archivePrefix = {arXiv},
eprint = {2105.14064},
timestamp = {Wed, 02 Jun 2021 11:46:42 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-14064.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
%RL:
@inproceedings{DBLP:conf/iclr/ZhanZYSL19,
author = {Eric Zhan and
Stephan Zheng and
Yisong Yue and
Long Sha and
Patrick Lucey},
title = {Generating Multi-Agent Trajectories using Programmatic Weak Supervision},
booktitle = {7th International Conference on Learning Representations, {ICLR} 2019,
New Orleans, LA, USA, May 6-9, 2019},
publisher = {OpenReview.net},
year = {2019},
url = {https://openreview.net/forum?id=rkxw-hAcFQ},
timestamp = {Thu, 25 Jul 2019 14:25:54 +0200},
biburl = {https://dblp.org/rec/conf/iclr/ZhanZYSL19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
%software engineering:
@InProceedings{rao2021search,
author = {Rao, Nikitha and Bansal, Chetan and Guan, Joe},
title = {Search4Code: Code Search Intent Classification Using Weak Supervision},
organization = {ACM/IEEE},
booktitle = {Mining Software Repositories (MSR '21)},
year = {2021},
month = {May},
abstract = {Developers use search for various tasks such as finding code, documentation, debugging information, etc. In particular, web search is heavily used by developers for finding code examples and snippets during the coding process. Recently, natural language based code search has been an active area of research. However, the lack of real-world large-scale datasets is a significant bottleneck. In this work, we propose a weak supervision based approach for detecting code search intent in search queries for C# and Java programming languages. We evaluate the approach against several baselines on a real-world dataset comprised of over 1 million queries mined from Bing web search engine and show that the CNN based model can achieve an accuracy of 77% and 76% for C# and Java respectively. Furthermore, we are also releasing the first large-scale real-world dataset of code search queries mined from Bing web search engine. We hope that the dataset will aid future research on code search.},
url = {https://www.microsoft.com/en-us/research/publication/search4code-code-search-intent-classification-using-weak-supervision/},
}
%others:
@inproceedings{DBLP:conf/sigmod/BringerISRR19,
author = {Eran Bringer and
Abraham Israeli and
Yoav Shoham and
Alexander Ratner and
Christopher R{\'{e}}},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {Osprey: Weak Supervision of Imbalanced Extraction Problems without
Code},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {4:1--4:11},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329492},
doi = {10.1145/3329486.3329492},
timestamp = {Wed, 05 Jun 2019 14:54:54 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/BringerISRR19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Fries2019WeaklySC,
title={Weakly supervised classification of aortic valve malformations using unlabeled cardiac MRI sequences},
author={Jason Alan Fries and P. Varma and V. Chen and K. Xiao and H. Tejeda and Priyanka Saha and Jared A Dunnmon and H. Chubb and S. Maskatia and M. Fiterau and S. Delp and E. Ashley and Christopher R{\'e} and J. Priest},
journal={Nature Communications},
year={2019},
volume={10}
}
@inproceedings{DBLP:conf/miccai/SaabDGRSRR19,
author = {Khaled Saab and
Jared Dunnmon and
Roger E. Goldman and
Alexander Ratner and
Hersh Sagreiya and
Christopher R{\'{e}} and
Daniel L. Rubin},
editor = {Dinggang Shen and
Tianming Liu and
Terry M. Peters and
Lawrence H. Staib and
Caroline Essert and
Sean Zhou and
Pew{-}Thian Yap and
Ali R. Khan},
title = {Doubly Weak Supervision of Deep Learning Models for Head {CT}},
booktitle = {Medical Image Computing and Computer Assisted Intervention - {MICCAI}
2019 - 22nd International Conference, Shenzhen, China, October 13-17,
2019, Proceedings, Part {III}},
series = {Lecture Notes in Computer Science},
volume = {11766},
pages = {811--819},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-32248-9\_90},
doi = {10.1007/978-3-030-32248-9\_90},
timestamp = {Fri, 06 Nov 2020 10:10:14 +0100},
biburl = {https://dblp.org/rec/conf/miccai/SaabDGRSRR19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Wang2019ACT,
title={A clinical text classification paradigm using weak supervision and deep representation},
author={Yanshan Wang and S. Sohn and Sijia Liu and F. Shen and Liwei Wang and E. Atkinson and S. Amin and H. Liu},
journal={BMC Medical Informatics and Decision Making},
year={2019},
volume={19}
}
@article{Kuleshov2019AMD,
title={A machine-compiled database of genome-wide association studies},
author={Volodymyr Kuleshov and Jialin Ding and Christopher Vo and Braden Hancock and Alexander J. Ratner and Yang I. Li and C. R{\'e} and S. Batzoglou and M. Snyder},
journal={Nature Communications},
year={2019},
volume={10}
}
@article{Saab2020WeakSA,
title={Weak supervision as an efficient approach for automated seizure detection in electroencephalography},
author={Khaled Kamal Saab and Jared A Dunnmon and Christopher R{\'e} and D. Rubin and C. Lee-Messer},
journal={NPJ Digital Medicine},
year={2020},
volume={3}
}
@article{Mallory2020ExtractingCR,
title={Extracting chemical reactions from text using Snorkel},
author={Emily K. Mallory and Matthieu de Rochemonteix and Alexander J. Ratner and Ambika Acharya and Christoper M Re and R. Bright and R. Altman},
journal={BMC Bioinformatics},
year={2020},
volume={21}
}
@article{DBLP:journals/patterns/DunnmonRSKMSGLL20,
author = {Jared A. Dunnmon and
Alexander J. Ratner and
Khaled Saab and
Nishith Khandwala and
Matthew Markert and
Hersh Sagreiya and
Roger E. Goldman and
Christopher Lee{-}Messer and
Matthew P. Lungren and
Daniel L. Rubin and
Christopher R{\'{e}}},
title = {Cross-Modal Data Programming Enables Rapid Medical Machine Learning},
journal = {Patterns},
volume = {1},
number = {2},
pages = {100019},
year = {2020},
url = {https://doi.org/10.1016/j.patter.2020.100019},
doi = {10.1016/j.patter.2020.100019},
timestamp = {Sat, 26 Jun 2021 13:51:30 +0200},
biburl = {https://dblp.org/rec/journals/patterns/DunnmonRSKMSGLL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Fries0RR17,
author = {Jason A. Fries and
Sen Wu and
Alexander Ratner and
Christopher R{\'{e}}},
title = {SwellShark: {A} Generative Model for Biomedical Named Entity Recognition
without Labeled Data},
journal = {CoRR},
volume = {abs/1704.06360},
year = {2017},
url = {http://arxiv.org/abs/1704.06360},
archivePrefix = {arXiv},
eprint = {1704.06360},
timestamp = {Mon, 13 Aug 2018 16:46:25 +0200},
biburl = {https://dblp.org/rec/journals/corr/Fries0RR17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Fries2021OntologydrivenWS,
title={Ontology-driven weak supervision for clinical entity classification in electronic health records},
author={Jason Alan Fries and E. Steinberg and S. Khattar and S. Fleming and J. Posada and A. Callahan and N. Shah},
journal={Nature Communications},
year={2021},
volume={12}
}
@article{Weng2019UtilizingWS,
title={Utilizing Weak Supervision to Infer Complex Objects and Situations in Autonomous Driving Data},
author={Zhenzhen Weng and P. Varma and Alexander Masalov and Jeffrey M. Ota and C. R{\'e}},
journal={2019 IEEE Intelligent Vehicles Symposium (IV)},
year={2019},
pages={119-125}
}
@inproceedings{khattar2019multi,
title={Multi-frame weak supervision to label wearable sensor data},
author={Khattar, Saelig and O’Day, Hannah and Varma, Paroma and Fries, Jason and Hicks, Jennifer and Delp, Scott and Bronte-Stewart, Helen and Re, Chris},
booktitle={Proceedings of the Time Series Workshop at ICML 2019},
year={2019}
}
@inproceedings{furst2020transport,
author = {Jonathan Fürst and Mauricio Fadel Argerich and Kalyanaraman Shankari and Gürkan Solmaz and Bin Cheng},
booktitle = {AAAI-20 Workshop on Artificial Intelligence of Things},
date-added = {2020-06-25 15:05:53 +0200},
date-modified = {2020-06-25 15:13:22 +0200},
title = {Applying Weak Supervision to Mobile Sensor Data: Experiences with TransportMode Detection},
year = {2020}
}