Christof Löding

ICE: äAäRobustäFrameworkäforäLearningäInvariants

We introduce ICE, a robust learning paradigm for synthesizing invariants, that learns using examples, counter-examples, and implications, and show that it admits honest teachers and strongly convergent mechanisms for invariant synthesis. We observe that existing algorithms for black-box abstract interpretation can be interpreted as ICE-learning algorithms. We develop new strongly convergent ICE-learning algorithms for two domains, one for learning Boolean combinations of numerical invariants for scalar variables and one for quantified invariants for arrays and dynamic lists. We implement these ICE-learning algorithms in a verification tool and show they are robust, practical, and efficient.

Efficient minimization of deterministic weak ω-automata

We analyze the minimization problem for deterministic weak automata, a subclass of deterministic Buchi automata, which recognize the regular languages that are recognizable by deterministic Buchi and deterministic co-Buchi automata. We reduce the problem to the minimization of finite automata on finite words and obtain an algorithm running in time O (n · log n) ,w here n is the number of states of the automaton.  2001 Elsevier Science B.V. All rights reserved.

Visibly pushdown games

The class of visibly pushdown languages has been recently defined as a subclass of context-free languages with desirable closure properties and tractable decision problems. We study visibly pushdown games, which are games played on visibly pushdown systems where the winning condition is given by a visibly pushdown language. We establish that, unlike pushdown games with pushdown winning conditions, visibly pushdown games are decidable and are 2Exptime-complete. We also show that pushdown games against Ltl specifications and Caret specifications are 3Exptime-complete. Finally, we establish the topological complexity of visibly pushdown languages by showing that they are a subclass of Boolean combinations of Σ3 sets. This leads to an alternative proof that visibly pushdown automata are not determinizable and also shows that visibly pushdown games are determined.

Alternating Automata and Logics over Infinite Words

We give a uniform treatment of the logical properties of alternating weak automata on infinite strings, extending and refining work of Muller, Saoudi, and Schupp (1984) and Kupferman and Vardi (1997). Two ideas are essential in the present set-up: There is no acyclicity requirement on the transition structure of weak alternating automata, and acceptance is defined only in terms of reachability of states; moreover, the run trees of the standard framework are replaced by run dags of bounded width. As applications, one obtains a new normal form for monadic second order logic, a simple complementation proof for weak alternating automata, and elegant connections to temporal logic.

Deterministic automata on unranked trees

We investigate bottom-up and top-down deterministic automata on unranked trees. We show that for an appropriate definition of bottom-up deterministic automata it is possible to minimize the number of states efficiently and to obtain a unique canonical representative of the accepted tree language. For top-down deterministic automata it is well known that they are less expressive than the non-deterministic ones. By generalizing a corresponding proof from the theory of ranked tree automata we show that it is decidable whether a given regular language of unranked trees can be recognized by a top-down deterministic automaton. The standard deterministic top-down model is slightly weaker than the model we use, where at each node the automaton can scan the sequence of the labels of its successors before deciding its next move.

TRANSFORMING STRUCTURES BY SET INTERPRETATIONS

We consider a new kind of interpretation over relational structures: finite sets interpretations. Those interpretations are defined by weak monadic second-order (WMSO) formulas with free set variables. They transform a given structure into a structure with a domain consisting of finite sets of elements of the orignal structure. The definition of these interpretations directly implies that they send structures with a decidable WMSO theory to structures with a decidable first-order theory. In this paper, we investigate the expressive power of such interpretations applied to infinite deterministic trees. The results can be used in the study of automatic and tree-automatic structures.

Optimal Bounds for Transformations of omega-Automata

In this paper we settle the complexity of some basic constructions of ω-automata theory, concerning transformations of automata characterizing the set of ω-regular languages. In particular we consider Safras construction (for the conversion of nondeterministic Buchi automata into deterministic Rabin automata) and the appearance record constructions (for the transformation between different models of deterministic automata with various acceptance conditions). Extending results of Michel (1988) and Dziembowski, Jurdzinski, and Walukiewicz (1997), we obtain sharplo wer bounds on the size of the constructed automata.

The Non-deterministic Mostowski Hierarchy and Distance-Parity Automata

Given a Rabin tree-language and natural numbers i,j, the language is said to be i,j-feasible if it is accepted by a parity automaton using priorities {i,i+ 1,...,j}. The i,j-feasibility induces a hierarchy over the Rabin-tree languages called the Mostowski hierarchy. In this paper we prove that the problem of deciding if a language is i,j-feasible is reducible to the uniform universality problem for distance-parity automata. Distance-parity automata form a new model of automata extending both the nested distance desert automata introduced by Kirsten in his proof of decidability of the star-height problem, and parity automata over infinite trees. Distance-parity automata, instead of accepting a language, attach to each tree a cost in i¾?+ 1. The uniform universality problem consists in determining if this cost function is bounded by a finite value.

Propositional Dynamic Logic with Recursive Programs

We extend the propositional dynamic logic PDL of Fischer and Ladner with a restricted kind of recursive programs using the formalism of visibly pushdown automata [R. Alur, P. Madhusudan, Visibly pushdown languages, in: Procceings of the 36th Annual ACM Symposium on Theory of Computing (STOC 2004), 2004, ACM, pp. 202–211]. We show that the satisfiability problem for this extension remains decidable, generalising known decidability results for extensions of PDL by non-regular programs. Our decision procedure establishes a 2-ExpTime upper complexity bound, and we prove a matching lower bound that applies already to rather weak extensions of PDL with non-regular programs. Thus, we also show that such extensions tend to be more complex than standard PDL.

Regularity problems for visibly pushdown languages

Visibly pushdown automata are special pushdown automata whose stack behavior is driven by the input symbols according to a partition of the alphabet. We show that it is decidable for a given visibly pushdown automaton whether it is equivalent to a visibly counter automaton, i.e. an automaton that uses its stack only as counter. In particular, this allows to decide whether a given visibly pushdown language is a regular restriction of the set of well-matched words, meaning that the language can be accepted by a finite automaton if only well-matched words are considered as input.