11,828 research outputs found
Abstract State Machines 1988-1998: Commented ASM Bibliography
An annotated bibliography of papers which deal with or use Abstract State
Machines (ASMs), as of January 1998.Comment: Also maintained as a BibTeX file at http://www.eecs.umich.edu/gasm
Polychronous Interpretation of Synoptic, a Domain Specific Modeling Language for Embedded Flight-Software
The SPaCIFY project, which aims at bringing advances in MDE to the satellite
flight software industry, advocates a top-down approach built on a
domain-specific modeling language named Synoptic. In line with previous
approaches to real-time modeling such as Statecharts and Simulink, Synoptic
features hierarchical decomposition of application and control modules in
synchronous block diagrams and state machines. Its semantics is described in
the polychronous model of computation, which is that of the synchronous
language Signal.Comment: Workshop on Formal Methods for Aerospace (FMA 2009
Kolmogorov Complexity in perspective. Part II: Classification, Information Processing and Duality
We survey diverse approaches to the notion of information: from Shannon
entropy to Kolmogorov complexity. Two of the main applications of Kolmogorov
complexity are presented: randomness and classification. The survey is divided
in two parts published in a same volume. Part II is dedicated to the relation
between logic and information system, within the scope of Kolmogorov
algorithmic information theory. We present a recent application of Kolmogorov
complexity: classification using compression, an idea with provocative
implementation by authors such as Bennett, Vitanyi and Cilibrasi. This stresses
how Kolmogorov complexity, besides being a foundation to randomness, is also
related to classification. Another approach to classification is also
considered: the so-called "Google classification". It uses another original and
attractive idea which is connected to the classification using compression and
to Kolmogorov complexity from a conceptual point of view. We present and unify
these different approaches to classification in terms of Bottom-Up versus
Top-Down operational modes, of which we point the fundamental principles and
the underlying duality. We look at the way these two dual modes are used in
different approaches to information system, particularly the relational model
for database introduced by Codd in the 70's. This allows to point out diverse
forms of a fundamental duality. These operational modes are also reinterpreted
in the context of the comprehension schema of axiomatic set theory ZF. This
leads us to develop how Kolmogorov's complexity is linked to intensionality,
abstraction, classification and information system.Comment: 43 page
Transformer-Based Models Are Not Yet Perfect At Learning to Emulate Structural Recursion
This paper investigates the ability of transformer-based models to learn
structural recursion from examples. Recursion is a universal concept in both
natural and formal languages. Structural recursion is central to the
programming language and formal mathematics tasks where symbolic tools
currently excel beyond neural models, such as inferring semantic relations
between datatypes and emulating program behavior. We introduce a general
framework that nicely connects the abstract concepts of structural recursion in
the programming language domain to concrete sequence modeling problems and
learned models' behavior. The framework includes a representation that captures
the general \textit{syntax} of structural recursion, coupled with two different
frameworks for understanding their \textit{semantics} -- one that is more
natural from a programming languages perspective and one that helps bridge that
perspective with a mechanistic understanding of the underlying transformer
architecture.
With our framework as a powerful conceptual tool, we identify different
issues under various set-ups. The models trained to emulate recursive
computations cannot fully capture the recursion yet instead fit short-cut
algorithms and thus cannot solve certain edge cases that are under-represented
in the training distribution. In addition, it is difficult for state-of-the-art
large language models (LLMs) to mine recursive rules from in-context
demonstrations. Meanwhile, these LLMs fail in interesting ways when emulating
reduction (step-wise computation) of the recursive function.Comment: arXiv admin note: text overlap with arXiv:2305.1469
A compiler approach to scalable concurrent program design
The programmer's most powerful tool for controlling complexity in program design is abstraction. We seek to use abstraction in the design of concurrent programs, so as to
separate design decisions concerned with decomposition, communication, synchronization, mapping, granularity, and load balancing. This paper describes programming and compiler techniques intended to facilitate this design strategy. The programming techniques are based on a core programming notation with two important properties: the ability to separate concurrent programming concerns, and extensibility with reusable programmer-defined
abstractions. The compiler techniques are based on a simple transformation system together with a set of compilation transformations and portable run-time support. The
transformation system allows programmer-defined abstractions to be defined as source-to-source transformations that convert abstractions into the core notation. The same
transformation system is used to apply compilation transformations that incrementally transform the core notation toward an abstract concurrent machine. This machine can be implemented on a variety of concurrent architectures using simple run-time support.
The transformation, compilation, and run-time system techniques have been implemented and are incorporated in a public-domain program development toolkit. This
toolkit operates on a wide variety of networked workstations, multicomputers, and shared-memory
multiprocessors. It includes a program transformer, concurrent compiler, syntax checker, debugger, performance analyzer, and execution animator. A variety of substantial
applications have been developed using the toolkit, in areas such as climate modeling and fluid dynamics
Optimization as a design strategy. Considerations based on building simulation-assisted experiments about problem decomposition
In this article the most fundamental decomposition-based optimization method
- block coordinate search, based on the sequential decomposition of problems in
subproblems - and building performance simulation programs are used to reason
about a building design process at micro-urban scale and strategies are defined
to make the search more efficient. Cyclic overlapping block coordinate search
is here considered in its double nature of optimization method and surrogate
model (and metaphore) of a sequential design process. Heuristic indicators apt
to support the design of search structures suited to that method are developed
from building-simulation-assisted computational experiments, aimed to choose
the form and position of a small building in a plot. Those indicators link the
sharing of structure between subspaces ("commonality") to recursive
recombination, measured as freshness of the search wake and novelty of the
search moves. The aim of these indicators is to measure the relative
effectiveness of decomposition-based design moves and create efficient block
searches. Implications of a possible use of these indicators in genetic
algorithms are also highlighted.Comment: 48 pages. 12 figures, 3 table
Applying Formal Methods to Networking: Theory, Techniques and Applications
Despite its great importance, modern network infrastructure is remarkable for
the lack of rigor in its engineering. The Internet which began as a research
experiment was never designed to handle the users and applications it hosts
today. The lack of formalization of the Internet architecture meant limited
abstractions and modularity, especially for the control and management planes,
thus requiring for every new need a new protocol built from scratch. This led
to an unwieldy ossified Internet architecture resistant to any attempts at
formal verification, and an Internet culture where expediency and pragmatism
are favored over formal correctness. Fortunately, recent work in the space of
clean slate Internet design---especially, the software defined networking (SDN)
paradigm---offers the Internet community another chance to develop the right
kind of architecture and abstractions. This has also led to a great resurgence
in interest of applying formal methods to specification, verification, and
synthesis of networking protocols and applications. In this paper, we present a
self-contained tutorial of the formidable amount of work that has been done in
formal methods, and present a survey of its applications to networking.Comment: 30 pages, submitted to IEEE Communications Surveys and Tutorial
Treo: Textual Syntax for Reo Connectors
Reo is an interaction-centric model of concurrency for compositional
specification of communication and coordination protocols. Formal verification
tools exist to ensure correctness and compliance of protocols specified in Reo,
which can readily be (re)used in different applications, or composed into more
complex protocols. Recent benchmarks show that compiling such high-level Reo
specifications produces executable code that can compete with or even beat the
performance of hand-crafted programs written in languages such as C or Java
using conventional concurrency constructs.
The original declarative graphical syntax of Reo does not support intuitive
constructs for parameter passing, iteration, recursion, or conditional
specification. This shortcoming hinders Reo's uptake in large-scale practical
applications. Although a number of Reo-inspired syntax alternatives have
appeared in the past, none of them follows the primary design principles of
Reo: a) declarative specification; b) all channel types and their sorts are
user-defined; and c) channels compose via shared nodes. In this paper, we offer
a textual syntax for Reo that respects these principles and supports flexible
parameter passing, iteration, recursion, and conditional specification. In
on-going work, we use this textual syntax to compile Reo into target languages
such as Java, Promela, and Maude.Comment: In Proceedings MeTRiD 2018, arXiv:1806.0933
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