	A	B	C	E	F	H	J	L	M	N	P	Q	S	T	V	W	Y	AA
1	ID	Title	Conference	Year	Topic	Enough info?	t-based	Threshold t= 1	benign	malicious	Threshold t>=N	# of vendor	Threshold t>=%	% of vendor	Reputable	No aggregation	Label Dynamics

2
3	1	Finding Unknown Malice in 10 Seconds: Mass Vetting for New Threats at the Google-Play Scale.	Usenix Security	2015	APK	1	1	1	1						0		0
4	2	A Look at Targeted Attacks Through the Lense of an NGO.	Usenix Security	2014	MS Word/PDF/PE	1	1	1		1					0	0	0
5	3	UNVEIL: A Large-Scale, Automated Approach to Detecting Ransomware.	Usenix Security	2016	PE	1	1	1		1					0	0	1
6	4	When Governments Hack Opponents: A Look at Actors and Technology.	Usenix Security	2014	MS Word/PE	1	1	1		1					0		0
7	5	Needles in a haystack: mining information from public dynamic analysis sandboxes for malware intelligence	Usenix Security	2015	PE	1	0								0	1	1
8	6	Investigating Commercial Pay-Per-Install and the Distribution of Unwanted Software.	Usenix Security	2016	PE	1	1	1		1					0		0
9	7	Measuring PUP Prevalence and PUP Distribution through Pay-Per-Install Services.	Usenix Security	2016	PE	1	1				1	4			0		0
10	8	Tackling runtime-based obfuscation in Android with TIRO	Usenix Security	2018	APK	1	1	1		1					0		0
11	9	The broken shield: measuring revocation effectiveness in the windows code-signing PKI	Usenix Security	2018	PE	1	1				1	10			0		0
12	10	Trends and Lessons from Three Years Fighting Malicious Extensions.	Usenix Security	2015	Chrome Extensions	1	1	1	1	0					0		0
13
14	1	Execute This! Analyzing Unsafe and Malicious Dynamic Code Loading in Android Applications.	NDSS	2014	APK	1	1	1		1					0	0	0
15	2	CAMP: Content-Agnostic Malware Protection.	NDSS	2013	PE/macOS DMG	1	1	0					1	20	0		1
16	3	Nazca: Detecting Malware Distribution in Large-Scale Networks.	NDSS	2014	PE	1	1	0			1	2			0		0
17	4	Extract Me If You Can: Abusing PDF Parsers in Malware Detectors.	NDSS	2016	PDF	1	1	0			1	15			0		0
18	5	DREBIN: Effective and Explainable Detection of Android Malware in Your Pocket.	NDSS	2014	APK	1	1	0			1	2			1		0
19	6	Detection of malicious pdf files based on hierarchical document structure	NDSS	2013	PDF	1	1	0			1	5			0		1
20	7	Things you may not know about android (un) packers: a systematic study based on whole-system emulation	NDSS	2018	APK	1	1	0					1	50	0		0
21	8	Apps, trackers, privacy, and regulators	NDSS	2018	URL	1	1	1		1					0		0
22	9	Jsgraph: Enabling reconstruction of web attacks via efficient tracking of live in-browser javascript executions	NDSS	2018	PE/macOS DMG	1	0								0	1	0
23
24	1	Poster: A Low-cost Detection Scheme on Fast-flux Malware Distribution	S&P	2016	PE	1	1	0			1	2			0		1
25	2	Prudent practices for designing malware experiments: Status quo and outlook	S&P	2012	PE	1	1	1	1						0		0
26	3	Ad injection at scale: Assessing deceptive advertisement modifications	S&P	2015	PE	1	1	1		1					1		0
27	4	A Lustrum of malware network communication: Evolution and insights	S&P	2017	PE	1	1	1	1						0		0
28	5	Cookieless monster: Exploring the ecosystem of web-based device fingerprinting	S&P	2013	PE	1	1	1	1						0		0
29	6	Automatic reverse engineering of malware emulators	S&P	2009	PE	1	1	1		1					0		0
30	7	Effective real-time android application auditing	S&P	2015	APK	1	0								0	1	0
31
32	1	Detecting money-stealing apps in alternative android markets	CCS	2015	APK	1	1	1		1					0		0
33	2	Semantics-aware android malware classification using weighted contextual api dependency graphs	CCS	2014	APK	1	1	1	1	0					1		0
34	3	Bitshred: feature hashing malware for scalable triage and semantic analysis	CCS	2011	PE	1	1				1	20			0		0
35	4	Autoprobe: Towards automatic active malicious server probing using dynamic binary analysis	CCS	2014	URL	0	0
36	5	Manufacturing compromise: the emergence of exploit-as-a-service	CCS	2012	PE	0	0
37	6	Certified Malware: Measuring Breaches of Trust in the Windows Code-Signing PKI	CCS	2017	PE	1	1				1	20			0		0
38	7	Blade: an attack-agnostic approach for preventing drive-by malware infections	CCS	2010	PE	1	0								0	1	0
39	8	POSTER: Toward Automating the Generation of Malware Analysis Reports Using the Sandbox Logs	CCS	2016	PE	0	0
40	9	Capturing Malware Propagations with Code Injections and Code-Reuse Attacks	CCS	2017	PE	1	1				1	40			0		0
41	10	Towards Paving the Way for Large-Scale Windows Malware Analysis: Generic Binary Unpacking with Orders-of-Magnitude Performance Boost	CCS	2018	PE	1	1				1	36			0		0
42	11	How you get shot in the back: A systematical study about cryptojacking in the real world	CCS	2018	URL	1	1	1	1	0					0		0
43	12	VMHunt: A Verifiable Approach to Partially-Virtualized Binary Code Simplification	CCS	2018	PE	0	0
44	13	Predicting impending exposure to malicious content from user behavior	CCS	2018	URL	1	1				1	2			0		0
45	14	Enabling Fair ML Evaluations for Security	CCS	2018	APK	0	0
46	15	Using logic programming to recover C++ classes and methods from compiled executables	CCS	2018	PE	1	1	1		1					0		0
47	16	The Dropper Effect: Insights into Malware Distribution with Downloader Graph Analytics	CCS	2015	PE	1	1						1	30	0		0
48
49	1	The dark alleys of madison avenue: Understanding malicious advertisements	IMC	2014	PE	0	0								0		0
50	2	An analysis of the privacy and security risks of android VPN permission-enabled apps	IMC	2016	APK	1	1				1	5			0		0
51	3	Whowas: A platform for measuring web deployments on iaas clouds	IMC	2014	URL	1	1				1	2			0		0
52	4	Email typosquatting	IMC	2017	MS Word	0	0								0		0
53	5	Needle in a haystack: tracking down elite phishing domains in the wild	IMC	2018	URL	1	1	1		1					0		1
54	6	Beyond google play: A large-scale comparative study of chinese android app markets	IMC	2018	APK	1	1				1	10			0		0
55	7	Characterizing the Internet Host Population Using Deep Learning: A Universal and Lightweight Numerical Embedding	IMC	2018	URL	1	1	1		1					0		0
56
57	1	Marvin: Efficient and comprehensive mobile app classification through static and dynamic analysis	ACSAC	2015	APK	1	1				1	10			0		0
58	2	ThinAV: truly lightweight mobile cloud-based anti-malware	ACSAC	2012	APK	1	1	1		1					0		0
59	3	Scalability, fidelity and stealth in the DRAKVUF dynamic malware analysis system	ACSAC	2014	PE	1	1	1		1					0		0
60	4	McBoost: Boosting scalability in malware collection and analysis using statistical classification of executables	ACSAC	2008	PE	0	0
61	5	Static detection of malicious JavaScript-bearing PDF documents	ACSAC	2011	PDF	1	1	1		1					0		0
62	6	Forecast: skimming off the malware cream	ACSAC	2011	PE	1	1	1		1					0		0
63	7	Analyzing and detecting malicious flash advertisements	ACSAC	2009	Flash	1	1	1	1	0					0		0
64	8	Jarhead analysis and detection of malicious Java applets	ACSAC	2012	Java Applets	1	1	1		1					0		0
65	9	A Forensic Analysis of Android Malware--How is Malware Written and How it Could Be Detected?	ACSAC	2014	APK	1	1						1	50	0		0
66	10	Malware detection in adversarial settings: Exploiting feature evolutions and confusions in android apps	ACSAC	2017	APK	1	1						1	50	1		0
67	11	An Extensive Evaluation of the Internet's Open Proxies	ACSAC	2018	PE/Flash/JAR/ZIP/ISO/HTML	1	1	1		1					0		0
68	12	MADE: Security Analytics for Enterprise Threat Detection	ACSAC	2018	URL	1	1				1	3			0		0
69	13	Accurate Malware Detection by Extreme Abstraction	ACSAC	2018	PE/Flash/JAR/ZIP/ISO/HTML	1	1	1		1					1	0	0
70	14	StateDroid: Stateful Detection of Stealthy Attacks in Android Apps via Horn-Clause Verification	ACSAC	2018	APK	0	0
71	15	Improving Accuracy of Android Malware Detection with Lightweight Contextual Awareness	ACSAC	2018	APK	0	0
72
73	1	Exploring reverse engineering symptoms in Android apps	EuroSec	2015	APK	0	0
74	2	Combining static and dynamic analysis for the detection of malicious documents	EuroSec	2011	PDF	1	1						1	20	0		0
75	3	Looking Back on Three Years of Flash-based Malware	EuroSec	2017	Flash	1	1	1	1						0		1
76
77	1	DeepRefiner: Multi-layer Android Malware Detection System Applying Deep Neural Networks	EuroS&P	2018	APK	1	1	1	1						0		0
78	2	Chainsmith: Automatically learning the semantics of malicious campaigns by mining threat intelligence reports	EuroS&P	2018	PE	1	1						1	30	0		0
79	3	I spy with my little eye: Analysis and detection of spying browser extensions	EuroS&P	2018	URL	0	0
80
81	1	Bridemaid: An hybrid tool for accurate detection of android malware	Asia CCS	2017	APK	0	0
82	2	Poster: detecting inter-app information leakage paths	Asia CCS	2017	APK	0	0
83	3	DroidAlarm: an all-sided static analysis tool for Android privilege-escalation malware	Asia CCS	2013	APK	1	0								0	1	0
84	4	On the detection of kernel-level rootkits using hardware performance counters	Asia CCS	2017	PE	0	0
85	5	Hardware Performance Counters Can Detect Malware: Myth or Fact?	Asia CCS	2018	PE	0	0
86	6	Mystique: Evolving android malware for auditing anti-malware tools	Asia CCS	2016	APK	1	0								0	1	0
87	7	Automatically Inferring Malware Signatures for Anti-Virus Assisted Attacks	Asia CCS	2017	PE	1	1				1	5			1		0
88	8	PayBreak: defense against cryptographic ransomware	Asia CCS	2017	PE	1	1				1	2			0		0
89	9	The harvester, the botmaster, and the spammer: on the relations between the different actors in the spam landscape	Asia CCS	2014	PE	1	1	1		1					0		0
90	10	An empirical analysis of ZeuS C&C lifetime	Asia CCS	2015	URL	0	0
91
92	1	R-PackDroid: API package-based characterization and detection of mobile ransomware	SAC	2017	APK	1	1				1	3			0		1
93	2	Mobile-sandbox: having a deeper look into android applications	SAC	2013	APK	1	0								1	0	0
94	3	Extracting probable command and control signatures for detecting botnets	SAC	2014	PE	1	1	1		1					0		0
95	4	Bayesian bot detection based on DNS traffic similarity	SAC	2009	PE	1	1	1		1					0		0
96
97	1	Mal-netminer: malware classification based on social network analysis of call graph	WWW	2014	PE	1	1				1	20			0		0
98	2	Understanding malvertising through ad-injecting browser extensions	WWW	2015	PE	0	0								0		0
99	3	Bitsquatting: Exploiting bit-flips for fun, or profit?	WWW	2013	PE	1	0								0	1	0
100	4	Panning for gold. com: Understanding the Dynamics of Domain Dropcatching	WWW	2018	URL	1	1	1		1					0	0	0	0
101	5	Stranger danger: exploring the ecosystem of ad-based url shortening services	WWW	2014	PE	1	1	1		1					0		0
102	6	The role of web hosting providers in detecting compromised websites	WWW	2013	HMTL/PE	1	1	1		1					0	0	0
103	7	Automatic extraction of indicators of compromise for web applications	WWW	2016	URL	1	1	1		1					0	0	0
104	8	No honor among thieves: A large-scale analysis of malicious web shells	WWW	2016	HTML	1	1	1		1					0		0
105	9	SMARTGEN: Exposing Server URLs of Mobile Apps With Selective Symbolic Execution	WWW	2017	URL	1	1	1		1					0	0	0
106
107	1	Large-scale machine learning-based malware detection: confronting the 10-fold cross validation scheme with reality	CODASPY	2014	APK	0	0
108	2	Authorship Attribution of Android Apps	CODASPY	2018	APK	0	0
109	3	Effectiveness of Android Obfuscation on Evading Anti-malware	CODASPY	2018	APK	1	0								0	1	1
110	4	Decompression Quines and Anti-Viruses	CODASPY	2017	ZIP	1	0								0	1	0
111	5	Inferring the detection logic and evaluating the effectiveness of android anti-virus apps	CODASPY	2016	APK	1	1				1	40			0		1
112
113	1	Apposcopy: Semantics-based detection of android malware through static analysis	FSE	2014	APK	1	1						1	50	0		0
114	2	Scalable malware clustering through coarse-grained behavior modeling	FSE	2012	PE	1	1	1		1					1		0
115
116	1	Lux0r: Detection of malicious pdf-embedded javascript code through discriminant analysis of api references	AISec	2014	PDF	1	1				1	10			0		0
117
118	1	Malware Slums: Measurement and Analysis of Malware on Traffic Exchanges	DSN	2016	URL	0	0								0		0
119
120	1	Measuring Network Reputation in the Ad-Bidding Process	DIMVA	2017	URL	1	1	1		1					0		0
121	2	Weaknesses in defenses against web-borne malware	DIMVA	2013	HTML/PDF	1	0								0	1	0
122
123	1	Discriminant malware distance learning on structural information for automated malware classification	KDD	2013	PE	1	1	1		1					1	0	0
124
125	1	Droidminer: Automated mining and characterization of fine-grained malicious behaviors in android applications	ESORICS	2014	APK	1	1	1	1						0		0
126
127	1	Droidra: Taming reflection to support whole-program analysis of android apps	ISSTA	2016	APK	1	1	1		1					0	0	0
128	2	Detection and classification of malicious JavaScript via attack behavior modelling	ISSTA	2015	JS	1	1	1	1						0		1
129
130	1	Understanding Android app piggybacking	ICSE	2017	APK	0	0
131	2	A large-scale empirical study on the effects of code obfuscations on Android apps and anti-malware products	ICSE	2018	APK	1	1		0		1	50			1		0
132
133	1	Reflection-aware static analysis of android apps	ASE	2016	APK	1	1	1	1	0					0		0
134
135	1	The Usability of Metadata for Android Application Analysis	NIPS	2016	APK	1	1	1		1					0		0
136	2	A Malware Classification Method Based on Generic Malware Information	NIPS	2015	PE	1	1	1		1					0		0
137
138	1	AVCLASS: A Tool for Massive Malware Labeling	RAID	2016	PE/APK	1	1	1		1					0		0
139
140	1	Euphony: Harmonious unification of cacophonous anti-virus vendor labels for Android malware	MSR	2017	APK	1	1	1		1					0		0
141
142
143
144
145
146						93	82	50	13	37	24		8		10	10	11
147
148
149
150
151
152			sum:
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
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039