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15th ICGI 2021: Virtual Event
- Jane Chandlee, Rémi Eyraud, Jeff Heinz, Adam Jardine, Menno van Zaanen:

Proceedings of the 15th International Conference on Grammatical Inference, 23-27 August 2021, Virtual Event. Proceedings of Machine Learning Research 153, PMLR 2021 - Preface. 1-3

- Alexander Clark:

Beyond Chomsky Normal Form: Extending Strong Learning Algorithms for PCFGs. 4-17 - Makoto Kanazawa, Ryo Yoshinaka:

A Hierarchy of Context-Free Languages Learnable from Positive Data and Membership Queries. 18-31 - Ryuta Kambe, Naoki Kobayashi, Ryosuke Sato, Ayumi Shinohara, Ryo Yoshinaka:

Inside-Outside Algorithm for Macro Grammars. 32-46 - Wenyue Hua, Adam Jardine

:
Learning Input Strictly Local Functions From Their Composition. 47-65 - Phillip Burness, Kevin McMullin:

Learning Multiple Independent Tier-based Processes. 66-80 - Dakotah Lambert:

Grammar Interpretations and Learning TSL Online. 81-91 - Clara Lacroce, Prakash Panangaden, Guillaume Rabusseau:

Extracting Weighted Automata for Approximate Minimization in Language Modelling. 92-112 - Benoît Barbot, Benedikt Bollig, Alain Finkel, Serge Haddad, Igor Khmelnitsky, Martin Leucker, Daniel Neider, Rajarshi Roy, Lina Ye:

Extracting Context-Free Grammars from Recurrent Neural Networks using Tree-Automata Learning and A* Search. 113-129 - Ankur Mali, Alexander Ororbia, Daniel Kifer, C. Lee Giles

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Recognizing Long Grammatical Sequences using Recurrent Networks Augmented with an External Differentiable Stack. 130-153 - Ankur Mali, Alexander Ororbia, Daniel Kifer, C. Lee Giles:

Investigating Backpropagation Alternatives when Learning to Dynamically Count with Recurrent Neural Networks. 154-175 - Victor Connes, Colin de la Higuera, Hoel Le Capitaine:

Using Grammatical Inference to Build Privacy Preserving Data-sets of User Logs. 176-190 - Wojciech Wieczorek

, Lukasz Strak, Arkadiusz Nowakowski
, Olgierd Unold:
A Toolbox for Context-Sensitive Grammar Induction by Genetic Search. 191-201 - Kaito Suzuki, Diptarama Hendrian

, Ryo Yoshinaka, Ayumi Shinohara:
Query Learning Algorithm for Symbolic Weighted Finite Automata. 202-216 - Kristian Guillaumier

, John Abela:
Learning DFAs by Evolving Short Sequences of Merges. 217-236 - Nathanaël Fijalkow

, Guillaume Lagarde:
The complexity of learning linear temporal formulas from examples. 237-250

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