[{"project":[{"grant_number":"S11402-N23","name":"Rigorous Systems Engineering","call_identifier":"FWF","_id":"25F2ACDE-B435-11E9-9278-68D0E5697425"},{"call_identifier":"FWF","_id":"264B3912-B435-11E9-9278-68D0E5697425","name":"Formal Methods meets Algorithmic Game Theory","grant_number":"M02369"}],"article_number":"20","title":"Determinacy in discrete-bidding infinite-duration games","author":[{"first_name":"Milad","last_name":"Aghajohari","full_name":"Aghajohari, Milad"},{"id":"463C8BC2-F248-11E8-B48F-1D18A9856A87","first_name":"Guy","full_name":"Avni, Guy","orcid":"0000-0001-5588-8287","last_name":"Avni"},{"first_name":"Thomas A","id":"40876CD8-F248-11E8-B48F-1D18A9856A87","orcid":"0000−0002−2985−7724","full_name":"Henzinger, Thomas A","last_name":"Henzinger"}],"article_processing_charge":"No","external_id":{"arxiv":["1905.03588"]},"user_id":"8b945eb4-e2f2-11eb-945a-df72226e66a9","citation":{"ista":"Aghajohari M, Avni G, Henzinger TA. 2019. Determinacy in discrete-bidding infinite-duration games. CONCUR: International Conference on Concurrency Theory, LIPIcs, vol. 140, 20.","chicago":"Aghajohari, Milad, Guy Avni, and Thomas A Henzinger. “Determinacy in Discrete-Bidding Infinite-Duration Games,” Vol. 140. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019. https://doi.org/10.4230/LIPICS.CONCUR.2019.20.","short":"M. Aghajohari, G. Avni, T.A. Henzinger, in:, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019.","ieee":"M. Aghajohari, G. Avni, and T. A. Henzinger, “Determinacy in discrete-bidding infinite-duration games,” presented at the CONCUR: International Conference on Concurrency Theory, Amsterdam, Netherlands, 2019, vol. 140.","ama":"Aghajohari M, Avni G, Henzinger TA. Determinacy in discrete-bidding infinite-duration games. In: Vol 140. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2019. doi:10.4230/LIPICS.CONCUR.2019.20","apa":"Aghajohari, M., Avni, G., & Henzinger, T. A. (2019). Determinacy in discrete-bidding infinite-duration games (Vol. 140). Presented at the CONCUR: International Conference on Concurrency Theory, Amsterdam, Netherlands: Schloss Dagstuhl - Leibniz-Zentrum für Informatik. https://doi.org/10.4230/LIPICS.CONCUR.2019.20","mla":"Aghajohari, Milad, et al. Determinacy in Discrete-Bidding Infinite-Duration Games. Vol. 140, 20, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019, doi:10.4230/LIPICS.CONCUR.2019.20."},"quality_controlled":"1","publisher":"Schloss Dagstuhl - Leibniz-Zentrum für Informatik","oa":1,"doi":"10.4230/LIPICS.CONCUR.2019.20","date_published":"2019-08-01T00:00:00Z","date_created":"2019-09-18T08:06:58Z","day":"01","has_accepted_license":"1","year":"2019","status":"public","type":"conference","tmp":{"short":"CC BY (3.0)","image":"/images/cc_by.png","legal_code_url":"https://creativecommons.org/licenses/by/3.0/legalcode","name":"Creative Commons Attribution 3.0 Unported (CC BY 3.0)"},"conference":{"location":"Amsterdam, Netherlands","end_date":"2019-08-30","start_date":"2019-08-27","name":"CONCUR: International Conference on Concurrency Theory"},"_id":"6886","file_date_updated":"2020-07-14T12:47:43Z","department":[{"_id":"ToHe"}],"ddc":["000"],"date_updated":"2022-01-26T08:27:10Z","month":"08","intvolume":" 140","scopus_import":"1","alternative_title":["LIPIcs"],"oa_version":"Published Version","abstract":[{"text":"In two-player games on graphs, the players move a token through a graph to produce an infinite path, which determines the winner of the game. Such games are central in formal methods since they model the interaction between a non-terminating system and its environment. In bidding games the players bid for the right to move the token: in each round, the players simultaneously submit bids, and the higher bidder moves the token and pays the other player. Bidding games are known to have a clean and elegant mathematical structure that relies on the ability of the players to submit arbitrarily small bids. Many applications, however, require a fixed granularity for the bids, which can represent, for example, the monetary value expressed in cents. We study, for the first time, the combination of discrete-bidding and infinite-duration games. Our most important result proves that these games form a large determined subclass of concurrent games, where determinacy is the strong property that there always exists exactly one player who can guarantee winning the game. In particular, we show that, in contrast to non-discrete bidding games, the mechanism with which tied bids are resolved plays an important role in discrete-bidding games. We study several natural tie-breaking mechanisms and show that, while some do not admit determinacy, most natural mechanisms imply determinacy for every pair of initial budgets. ","lang":"eng"}],"volume":140,"license":"https://creativecommons.org/licenses/by/3.0/","file":[{"date_created":"2019-09-27T12:21:38Z","file_name":"2019_LIPIcs_Aghajohari.pdf","date_updated":"2020-07-14T12:47:43Z","file_size":741425,"creator":"kschuh","checksum":"4df6d3575c506edb17215adada03cc8e","file_id":"6915","content_type":"application/pdf","access_level":"open_access","relation":"main_file"}],"language":[{"iso":"eng"}],"publication_status":"published"},{"license":"https://creativecommons.org/licenses/by/4.0/","volume":140,"language":[{"iso":"eng"}],"file":[{"file_id":"6914","checksum":"4985e26e1572d1575d64d38acabd71d6","relation":"main_file","access_level":"open_access","content_type":"application/pdf","file_name":"2019_LIPIcs_Chatterjee.pdf","date_created":"2019-09-27T12:09:35Z","creator":"kschuh","file_size":538120,"date_updated":"2020-07-14T12:47:43Z"}],"publication_status":"published","intvolume":" 140","month":"08","alternative_title":["LIPIcs"],"scopus_import":1,"oa_version":"Published Version","abstract":[{"text":"A vector addition system with states (VASS) consists of a finite set of states and counters. A configuration is a state and a value for each counter; a transition changes the state and each counter is incremented, decremented, or left unchanged. While qualitative properties such as state and configuration reachability have been studied for VASS, we consider the long-run average cost of infinite computations of VASS. The cost of a configuration is for each state, a linear combination of the counter values. In the special case of uniform cost functions, the linear combination is the same for all states. The (regular) long-run emptiness problem is, given a VASS, a cost function, and a threshold value, if there is a (lasso-shaped) computation such that the long-run average value of the cost function does not exceed the threshold. For uniform cost functions, we show that the regular long-run emptiness problem is (a) decidable in polynomial time for integer-valued VASS, and (b) decidable but nonelementarily hard for natural-valued VASS (i.e., nonnegative counters). For general cost functions, we show that the problem is (c) NP-complete for integer-valued VASS, and (d) undecidable for natural-valued VASS. Our most interesting result is for (c) integer-valued VASS with general cost functions, where we establish a connection between the regular long-run emptiness problem and quadratic Diophantine inequalities. The general (nonregular) long-run emptiness problem is equally hard as the regular problem in all cases except (c), where it remains open. ","lang":"eng"}],"department":[{"_id":"ToHe"},{"_id":"KrCh"}],"file_date_updated":"2020-07-14T12:47:43Z","ddc":["000"],"date_updated":"2021-01-12T08:09:27Z","status":"public","tmp":{"legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","image":"/images/cc_by.png","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"conference":{"name":"CONCUR: International Conference on Concurrency Theory","start_date":"2019-08-27","end_date":"2019-08-30","location":"Amsterdam, Netherlands"},"type":"conference","_id":"6885","date_created":"2019-09-18T08:06:14Z","date_published":"2019-08-01T00:00:00Z","doi":"10.4230/LIPICS.CONCUR.2019.27","day":"01","year":"2019","has_accepted_license":"1","oa":1,"quality_controlled":"1","publisher":"Schloss Dagstuhl - Leibniz-Zentrum für Informatik","title":"Long-run average behavior of vector addition systems with states","author":[{"id":"2E5DCA20-F248-11E8-B48F-1D18A9856A87","first_name":"Krishnendu","full_name":"Chatterjee, Krishnendu","orcid":"0000-0002-4561-241X","last_name":"Chatterjee"},{"first_name":"Thomas A","id":"40876CD8-F248-11E8-B48F-1D18A9856A87","last_name":"Henzinger","full_name":"Henzinger, Thomas A","orcid":"0000−0002−2985−7724"},{"first_name":"Jan","full_name":"Otop, Jan","last_name":"Otop"}],"user_id":"3E5EF7F0-F248-11E8-B48F-1D18A9856A87","citation":{"ama":"Chatterjee K, Henzinger TA, Otop J. Long-run average behavior of vector addition systems with states. In: Vol 140. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2019. doi:10.4230/LIPICS.CONCUR.2019.27","apa":"Chatterjee, K., Henzinger, T. A., & Otop, J. (2019). Long-run average behavior of vector addition systems with states (Vol. 140). Presented at the CONCUR: International Conference on Concurrency Theory, Amsterdam, Netherlands: Schloss Dagstuhl - Leibniz-Zentrum für Informatik. https://doi.org/10.4230/LIPICS.CONCUR.2019.27","ieee":"K. Chatterjee, T. A. Henzinger, and J. Otop, “Long-run average behavior of vector addition systems with states,” presented at the CONCUR: International Conference on Concurrency Theory, Amsterdam, Netherlands, 2019, vol. 140.","short":"K. Chatterjee, T.A. Henzinger, J. Otop, in:, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019.","mla":"Chatterjee, Krishnendu, et al. Long-Run Average Behavior of Vector Addition Systems with States. Vol. 140, 27, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019, doi:10.4230/LIPICS.CONCUR.2019.27.","ista":"Chatterjee K, Henzinger TA, Otop J. 2019. Long-run average behavior of vector addition systems with states. CONCUR: International Conference on Concurrency Theory, LIPIcs, vol. 140, 27.","chicago":"Chatterjee, Krishnendu, Thomas A Henzinger, and Jan Otop. “Long-Run Average Behavior of Vector Addition Systems with States,” Vol. 140. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019. https://doi.org/10.4230/LIPICS.CONCUR.2019.27."},"project":[{"call_identifier":"FWF","_id":"25863FF4-B435-11E9-9278-68D0E5697425","grant_number":"S11407","name":"Game Theory"},{"call_identifier":"FWF","_id":"25F2ACDE-B435-11E9-9278-68D0E5697425","grant_number":"S11402-N23","name":"Rigorous Systems Engineering"}],"article_number":"27"},{"alternative_title":["LIPIcs"],"scopus_import":1,"month":"08","intvolume":" 140","abstract":[{"text":"We study Markov decision processes and turn-based stochastic games with parity conditions. There are three qualitative winning criteria, namely, sure winning, which requires all paths to satisfy the condition, almost-sure winning, which requires the condition to be satisfied with probability 1, and limit-sure winning, which requires the condition to be satisfied with probability arbitrarily close to 1. We study the combination of two of these criteria for parity conditions, e.g., there are two parity conditions one of which must be won surely, and the other almost-surely. The problem has been studied recently by Berthon et al. for MDPs with combination of sure and almost-sure winning, under infinite-memory strategies, and the problem has been established to be in NP cap co-NP. Even in MDPs there is a difference between finite-memory and infinite-memory strategies. Our main results for combination of sure and almost-sure winning are as follows: (a) we show that for MDPs with finite-memory strategies the problem is in NP cap co-NP; (b) we show that for turn-based stochastic games the problem is co-NP-complete, both for finite-memory and infinite-memory strategies; and (c) we present algorithmic results for the finite-memory case, both for MDPs and turn-based stochastic games, by reduction to non-stochastic parity games. In addition we show that all the above complexity results also carry over to combination of sure and limit-sure winning, and results for all other combinations can be derived from existing results in the literature. Thus we present a complete picture for the study of combinations of two qualitative winning criteria for parity conditions in MDPs and turn-based stochastic games. ","lang":"eng"}],"oa_version":"Published Version","volume":140,"publication_status":"published","file":[{"creator":"kschuh","date_updated":"2020-07-14T12:47:43Z","file_size":509163,"date_created":"2019-10-01T08:49:45Z","file_name":"2019_LIPIcs_Chatterjee.pdf","access_level":"open_access","relation":"main_file","content_type":"application/pdf","file_id":"6923","checksum":"7b2ecfd4d9d02360308c0ca986fc10a7"}],"language":[{"iso":"eng"}],"type":"conference","conference":{"name":"CONCUR: International Conference on Concurrency Theory","start_date":"2019-08-27","location":"Amsterdam, Netherlands","end_date":"2019-08-30"},"tmp":{"legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","image":"/images/cc_by.png","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"status":"public","_id":"6889","file_date_updated":"2020-07-14T12:47:43Z","department":[{"_id":"KrCh"}],"date_updated":"2021-01-12T08:09:28Z","ddc":["000"],"quality_controlled":"1","publisher":"Schloss Dagstuhl - Leibniz-Zentrum für Informatik","oa":1,"date_published":"2019-08-01T00:00:00Z","doi":"10.4230/LIPICS.CONCUR.2019.6","date_created":"2019-09-18T08:11:43Z","has_accepted_license":"1","year":"2019","day":"01","project":[{"name":"Game Theory","grant_number":"S11407","call_identifier":"FWF","_id":"25863FF4-B435-11E9-9278-68D0E5697425"},{"_id":"25892FC0-B435-11E9-9278-68D0E5697425","grant_number":"ICT15-003","name":"Efficient Algorithms for Computer Aided Verification"}],"article_number":"6","author":[{"orcid":"0000-0002-4561-241X","full_name":"Chatterjee, Krishnendu","last_name":"Chatterjee","id":"2E5DCA20-F248-11E8-B48F-1D18A9856A87","first_name":"Krishnendu"},{"full_name":"Piterman, Nir","last_name":"Piterman","first_name":"Nir"}],"title":"Combinations of Qualitative Winning for Stochastic Parity Games","citation":{"chicago":"Chatterjee, Krishnendu, and Nir Piterman. “Combinations of Qualitative Winning for Stochastic Parity Games,” Vol. 140. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019. https://doi.org/10.4230/LIPICS.CONCUR.2019.6.","ista":"Chatterjee K, Piterman N. 2019. Combinations of Qualitative Winning for Stochastic Parity Games. CONCUR: International Conference on Concurrency Theory, LIPIcs, vol. 140, 6.","mla":"Chatterjee, Krishnendu, and Nir Piterman. Combinations of Qualitative Winning for Stochastic Parity Games. Vol. 140, 6, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019, doi:10.4230/LIPICS.CONCUR.2019.6.","short":"K. Chatterjee, N. Piterman, in:, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019.","ieee":"K. Chatterjee and N. Piterman, “Combinations of Qualitative Winning for Stochastic Parity Games,” presented at the CONCUR: International Conference on Concurrency Theory, Amsterdam, Netherlands, 2019, vol. 140.","ama":"Chatterjee K, Piterman N. Combinations of Qualitative Winning for Stochastic Parity Games. In: Vol 140. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2019. doi:10.4230/LIPICS.CONCUR.2019.6","apa":"Chatterjee, K., & Piterman, N. (2019). Combinations of Qualitative Winning for Stochastic Parity Games (Vol. 140). Presented at the CONCUR: International Conference on Concurrency Theory, Amsterdam, Netherlands: Schloss Dagstuhl - Leibniz-Zentrum für Informatik. https://doi.org/10.4230/LIPICS.CONCUR.2019.6"},"user_id":"3E5EF7F0-F248-11E8-B48F-1D18A9856A87"},{"scopus_import":1,"alternative_title":["LIPIcs"],"intvolume":" 146","abstract":[{"lang":"eng","text":"Consider a distributed system with n processors out of which f can be Byzantine faulty. In the\r\napproximate agreement task, each processor i receives an input value xi and has to decide on an\r\noutput value yi such that\r\n1. the output values are in the convex hull of the non-faulty processors’ input values,\r\n2. the output values are within distance d of each other.\r\n\r\n\r\nClassically, the values are assumed to be from an m-dimensional Euclidean space, where m ≥ 1.\r\nIn this work, we study the task in a discrete setting, where input values with some structure\r\nexpressible as a graph. Namely, the input values are vertices of a finite graph G and the goal is to\r\noutput vertices that are within distance d of each other in G, but still remain in the graph-induced\r\nconvex hull of the input values. For d = 0, the task reduces to consensus and cannot be solved with\r\na deterministic algorithm in an asynchronous system even with a single crash fault. For any d ≥ 1,\r\nwe show that the task is solvable in asynchronous systems when G is chordal and n > (ω + 1)f,\r\nwhere ω is the clique number of G. In addition, we give the first Byzantine-tolerant algorithm for a\r\nvariant of lattice agreement. For synchronous systems, we show tight resilience bounds for the exact\r\nvariants of these and related tasks over a large class of combinatorial structures."}],"oa_version":"Published Version","ec_funded":1,"volume":146,"publication_status":"published","publication_identifier":{"eisbn":["978-3-95977-126-9"]},"language":[{"iso":"eng"}],"file":[{"file_id":"6934","checksum":"2d2202f90c6ac991e50876451627c4b5","access_level":"open_access","relation":"main_file","content_type":"application/pdf","date_created":"2019-10-08T12:47:19Z","file_name":"LIPIcs-DISC-2019-29.pdf","creator":"jrybicki","date_updated":"2020-07-14T12:47:44Z","file_size":639378}],"conference":{"start_date":"2019-10-14","end_date":"2019-10-18","location":"Budapest, Hungary","name":"DISC: International Symposium on Distributed Computing"},"tmp":{"legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","image":"/images/cc_by.png","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"type":"conference","keyword":["consensus","approximate agreement","Byzantine faults","chordal graphs","lattice agreement"],"status":"public","_id":"6931","file_date_updated":"2020-07-14T12:47:44Z","department":[{"_id":"DaAl"}],"date_updated":"2021-01-12T08:09:38Z","ddc":["004"],"oa":1,"publisher":"Schloss Dagstuhl - Leibniz-Zentrum für Informatik","quality_controlled":"1","page":"29:1--29:17","date_created":"2019-10-08T12:41:38Z","doi":"10.4230/LIPICS.DISC.2019.29","date_published":"2019-01-01T00:00:00Z","year":"2019","has_accepted_license":"1","publication":"33rd International Symposium on Distributed Computing","project":[{"_id":"260C2330-B435-11E9-9278-68D0E5697425","call_identifier":"H2020","grant_number":"754411","name":"ISTplus - Postdoctoral Fellowships"}],"article_processing_charge":"No","external_id":{"arxiv":["1908.02743"]},"author":[{"last_name":"Nowak","full_name":"Nowak, Thomas","first_name":"Thomas"},{"id":"334EFD2E-F248-11E8-B48F-1D18A9856A87","first_name":"Joel","orcid":"0000-0002-6432-6646","full_name":"Rybicki, Joel","last_name":"Rybicki"}],"title":"Byzantine approximate agreement on graphs","citation":{"apa":"Nowak, T., & Rybicki, J. (2019). Byzantine approximate agreement on graphs. In 33rd International Symposium on Distributed Computing (Vol. 146, p. 29:1--29:17). Budapest, Hungary: Schloss Dagstuhl - Leibniz-Zentrum für Informatik. https://doi.org/10.4230/LIPICS.DISC.2019.29","ama":"Nowak T, Rybicki J. Byzantine approximate agreement on graphs. In: 33rd International Symposium on Distributed Computing. Vol 146. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2019:29:1--29:17. doi:10.4230/LIPICS.DISC.2019.29","short":"T. Nowak, J. Rybicki, in:, 33rd International Symposium on Distributed Computing, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019, p. 29:1--29:17.","ieee":"T. Nowak and J. Rybicki, “Byzantine approximate agreement on graphs,” in 33rd International Symposium on Distributed Computing, Budapest, Hungary, 2019, vol. 146, p. 29:1--29:17.","mla":"Nowak, Thomas, and Joel Rybicki. “Byzantine Approximate Agreement on Graphs.” 33rd International Symposium on Distributed Computing, vol. 146, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019, p. 29:1--29:17, doi:10.4230/LIPICS.DISC.2019.29.","ista":"Nowak T, Rybicki J. 2019. Byzantine approximate agreement on graphs. 33rd International Symposium on Distributed Computing. DISC: International Symposium on Distributed Computing, LIPIcs, vol. 146, 29:1--29:17.","chicago":"Nowak, Thomas, and Joel Rybicki. “Byzantine Approximate Agreement on Graphs.” In 33rd International Symposium on Distributed Computing, 146:29:1--29:17. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019. https://doi.org/10.4230/LIPICS.DISC.2019.29."},"user_id":"3E5EF7F0-F248-11E8-B48F-1D18A9856A87"},{"date_created":"2019-11-04T15:59:58Z","doi":"10.1109/ijcnn.2019.8851954","date_published":"2019-09-30T00:00:00Z","publication_status":"published","year":"2019","publication_identifier":{"isbn":["9781728119854"]},"publication":"Proceedings of the International Joint Conference on Neural Networks","language":[{"iso":"eng"}],"day":"30","main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/1809.03864"}],"oa":1,"scopus_import":1,"publisher":"IEEE","quality_controlled":"1","month":"09","abstract":[{"lang":"eng","text":"In this paper, we introduce a novel method to interpret recurrent neural networks (RNNs), particularly long short-term memory networks (LSTMs) at the cellular level. We propose a systematic pipeline for interpreting individual hidden state dynamics within the network using response characterization methods. The ranked contribution of individual cells to the network's output is computed by analyzing a set of interpretable metrics of their decoupled step and sinusoidal responses. As a result, our method is able to uniquely identify neurons with insightful dynamics, quantify relationships between dynamical properties and test accuracy through ablation analysis, and interpret the impact of network capacity on a network's dynamical distribution. Finally, we demonstrate the generalizability and scalability of our method by evaluating a series of different benchmark sequential datasets."}],"oa_version":"Preprint","external_id":{"arxiv":["1809.03864"]},"author":[{"first_name":"Ramin","full_name":"Hasani, Ramin","last_name":"Hasani"},{"last_name":"Amini","full_name":"Amini, Alexander","first_name":"Alexander"},{"full_name":"Lechner, Mathias","last_name":"Lechner","id":"3DC22916-F248-11E8-B48F-1D18A9856A87","first_name":"Mathias"},{"full_name":"Naser, Felix","last_name":"Naser","first_name":"Felix"},{"first_name":"Radu","full_name":"Grosu, Radu","last_name":"Grosu"},{"last_name":"Rus","full_name":"Rus, Daniela","first_name":"Daniela"}],"title":"Response characterization for auditing cell dynamics in long short-term memory networks","department":[{"_id":"ToHe"}],"date_updated":"2021-01-12T08:11:19Z","citation":{"short":"R. Hasani, A. Amini, M. Lechner, F. Naser, R. Grosu, D. Rus, in:, Proceedings of the International Joint Conference on Neural Networks, IEEE, 2019.","ieee":"R. Hasani, A. Amini, M. Lechner, F. Naser, R. Grosu, and D. Rus, “Response characterization for auditing cell dynamics in long short-term memory networks,” in Proceedings of the International Joint Conference on Neural Networks, Budapest, Hungary, 2019.","ama":"Hasani R, Amini A, Lechner M, Naser F, Grosu R, Rus D. Response characterization for auditing cell dynamics in long short-term memory networks. In: Proceedings of the International Joint Conference on Neural Networks. IEEE; 2019. doi:10.1109/ijcnn.2019.8851954","apa":"Hasani, R., Amini, A., Lechner, M., Naser, F., Grosu, R., & Rus, D. (2019). Response characterization for auditing cell dynamics in long short-term memory networks. In Proceedings of the International Joint Conference on Neural Networks. Budapest, Hungary: IEEE. https://doi.org/10.1109/ijcnn.2019.8851954","mla":"Hasani, Ramin, et al. “Response Characterization for Auditing Cell Dynamics in Long Short-Term Memory Networks.” Proceedings of the International Joint Conference on Neural Networks, 8851954, IEEE, 2019, doi:10.1109/ijcnn.2019.8851954.","ista":"Hasani R, Amini A, Lechner M, Naser F, Grosu R, Rus D. 2019. Response characterization for auditing cell dynamics in long short-term memory networks. Proceedings of the International Joint Conference on Neural Networks. IJCNN: International Joint Conference on Neural Networks, 8851954.","chicago":"Hasani, Ramin, Alexander Amini, Mathias Lechner, Felix Naser, Radu Grosu, and Daniela Rus. “Response Characterization for Auditing Cell Dynamics in Long Short-Term Memory Networks.” In Proceedings of the International Joint Conference on Neural Networks. IEEE, 2019. https://doi.org/10.1109/ijcnn.2019.8851954."},"user_id":"2DF688A6-F248-11E8-B48F-1D18A9856A87","conference":{"name":"IJCNN: International Joint Conference on Neural Networks","end_date":"2019-07-19","location":"Budapest, Hungary","start_date":"2019-07-14"},"type":"conference","status":"public","_id":"6985","article_number":"8851954"}]