Thesis topic proposals (Abschlussarbeitenthemenvorschläge)
Die Abschlussarbeiten können auf Englisch oder auf Deutsch
geschrieben werden. Diese Seite ist auf Englisch, weil ich
Englisch besser kenne. Unten folgen Themenvorschläge für
Abschlussarbeiten
die ich
betreuen will.
The following are some proposals for master thesis topics which
I
am willing to supervise. It is not necessary to address all
goals listed for a given topic. Only one or some may be
sufficient for a master or a bachelor thesis, depending on which
ones and in how much depth they are treated. Contact me to talk
about the details: lukasz.czajka at tu-dortmund.de (can be in
German if you like).
It is also possible to propose your own topic, or I can invent a
topic not listed here, in the following broad areas: functional
programming, programming languages (theory and implementation),
proof assistants, logic and type theory, automated theorem
proving, deductive program verification.
Some paper links below require a subscription and are therefore
accessible only through the university network.
Formalization (or implementation) of functional data structures
Choose some of your favourite functional data structures
(e.g. from [1]) and formalize them in Coq [2] or Isabelle/HOL. For
a bachelor thesis, only a good implementation of a nontrivial
functional data structure in Haskell or OCaml may be sufficient.
References
-
C. Okasaki: Purely functional data structures
-
Y. Bertot: Coq in a hurry
Prerequisites
- Functional programming
- Coq or Isabelle/HOL (unless only implementation is done)
Suggested courses
Machine-learning premise selection for dependent type theory
Hammers [3] are automated reasoning tools for proof assistants [1],
which combine machine-learning with automated theorem proving. A
typical use is to prove relatively simple goals using available
lemmas. The problem is to find appropriate lemmas in a large
collection of all accessible lemmas and combine them to prove the
goal.
The machine-learning component of a hammer, called premise
selection, tries to solve the following problem: given a large
library of lemma statements together with their proofs, and a goal
statement G, predict which lemmas are likely useful for proving
G. For machine-learning purposes, proofs are usually reduced to a
set of dependencies. A dependency of a lemma L is any lemma which
is used in a proof of L. Hence, given a large dataset of lemma
statements with their dependencies, we want to predict an
over-approximation of the set of dependencies of a new statement.
CoqHammer [4,5] is a hammer tool
for Coq [1] -- a proof assistant
based on dependent type theory. The goal of a thesis would be to
improve premise selection in CoqHammer by adapting the work done
for other proof assistants.
Goals
- Design a better set of features, basing on [6].
- Implement more machine-learning methods and compare them [3,
Section 2].
- Investigate adapting a deep learning approach [7].
A Bachelor thesis for this topic could concentrate only on the first
goal: better feature design.
References
-
H. Geuvers: Proof
Assistants: History, Ideas and Future
-
Y. Bertot: Coq in a hurry
-
J. Blanchette, C. Kaliszyk, L. Paulson,
J. Urban: Hammering
towards QED
-
CoqHammer
-
Ł. Czajka, C. Kaliszyk:
Hammer for Coq: Automation for Dependent Type Theory
-
C. Kaliszyk, J. Urban,
J. Vyskocil: Efficient
Semantic Features for Automated Reasoning over Large
Theories
-
A. Alemi, F. Chollet, N. Elen, G. Irving, C. Szegedy,
J. Urban: DeepMath -
Deep Sequence Models for Premise Selection
Prerequisites
- Machine learning
- Functional programming
- Coq and type theory (only superficial knowledge of Coq and
type theory is necessary as a prerequisite, but deeper
knowledge will help)
Suggested courses
Improvements of CoqHammer
CoqHammer [1,2] (see also the previous
topic) is an automated reasoning tool for Coq - currently the most recognisable and popular such tool for Coq. However, there are many aspects of CoqHammer that could be improved. See the TODO file for a list of current problems. Some of these problems are suitable as topics for a Master thesis. A good and ambitious student could also base a Bachelor thesis on a (partial) solution to one of the problems. If you're interested in contributing to a cutting-edge research software project used by many people, ask me about the details.
References
-
CoqHammer
-
Ł. Czajka, C. Kaliszyk:
Hammer for Coq: Automation for Dependent Type Theory
Prerequisites
- Coq and LTac
- Functional programming
Suggested courses
Proof search in intuitionistic first-order logic
The goal of a thesis would be to generalise slightly some results
from the literature [1,2,3] on the decidability of certain
fragments of intuitionistic first-order logic and implement
decision procedures for these fragments. Also implement an
extension of the Intuition prover [4], which searches for proofs
in minimal first-order logic (i.e. the universal-implicational
fragment of intuitionistic logic), to handle all connectives.
Goals
- Extend the result from [1] on EXPSPACE-completeness of the
negative fragment of minimal first-order logic without function
symbols to handle all connectives and function symbols with the
restriction that the size of each individual term occurring in a
proof must be bounded by a constant. Analogously, extend the
result from [1] on the co-NEXPTIME-completeness of the
arity-bounded negative fragment of minimal first-order logic
without function symbols.
- Adapt the results of [7] to show EXPTIME-completeness of the
Horn fragment (i.e. derivability of an atom from a set of Horn
clauses) with restrictions as in the previous point.
- Implement the above decision procedures.
- Extend Intuition [4] to handle all connectives, basing on
[5]. The paper [5] and the current procedure of Intuition are
based on an extension of the automata-theoretic algorithm from
[6].
- Implement a decision procedure for the positive fragment
[2,3]. This goal is hard and could constitute a Master thesis by
itself if done in sufficient depth.
A Bachelor thesis for this topic could concentrate only on the
implementation, possibly only for the universal-implicational
variants of the fragments without function symbols.
References
- A. Schubert, P. Urzyczyn,
K. Zdanowski: On the
Mints Hierarchy in First-Order Intuitionistic Logic
- G. Mints:
Solvability of the problem of deducibility in LJ for a class
of formulas not containing negative occurrences of
quantifiers
- G. Dowek,
Y. Jiang: Eigenvariables,
bracketing and the decidability of positive minimal intuitionistic
logic
- Intuition prover
- M. Zielenkiewicz,
A. Schubert: Automata
Theory Approach to Predicate Intuitionistic Logic
- A. Schubert, W. Dekkers,
H. Barendregt: Automata
Theoretic Account of Proof Search
- B. Düdder, M. Moritz, J. Rehof,
P. Urzyczyn: Bounded
Combinatory Logic
Prerequisites
Suggested courses
Proof search in Pure Type Systems
The goal of a thesis would be to compare and/or implement the
proof search procedures for Pure Type Systems (or the Lambda-Cube)
from the papers [1,2].
References
- G. Dowek: A
Complete Proof Synthesis Method for the Cube of Type
Systems
- S. Lengrand, R. Dyckhoff,
J. McKinna: A Focused
Sequent Calculus Framework for Proof Search in Pure Type
Systems
Prerequisites
Suggested courses