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Reactive Probabilistic programming 2020

Reactive Probabilistic Programming

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41st acm sigplan conference on programming language design and implementation (PLDI)

作者： Baudart, Guillaume Mandel, Louis Atkinson, Eric Sherman, Benjamin Pouzet, Marc Carbin, Michael IBM Res MIT IBM Watson AI Lab Armonk NY 10504 USA MIT Cambridge MA 02139 USA PSL Res Univ Ecole Normale Super Paris France

ISBN: (纸本)9781450376136

Synchronous modeling is at the heart of programming languages like Lustre, Esterel, or SCADE used routinely for implementing safety critical control software, e.g., fly-by-wire and engine control in planes. However, to date these languages have had limited modern support for modeling uncertainty - probabilistic aspects of the software's environment or behavior - even though modeling uncertainty is a primary activity when designing a control system. In this paper we present ProbZelus the first synchronous probabilistic programming language. ProbZelus conservatively provides the facilities of a synchronous language to write control software, with probabilistic constructs to model uncertainties and perform inference-in-the-loop. We present the design and implementation of the language. We propose a measure-theoretic semantics of probabilistic stream functions and a simple type discipline to separate deterministic and probabilistic expressions. We demonstrate a semantics-preserving compilation into a first-order functional language that lends itself to a simple presentation of inference algorithms for streaming models. We also redesign the delayed sampling inference algorithm to provide efficient streaming inference. Together with an evaluation on several reactive applications, our results demonstrate that ProbZelus enables the design of reactive probabilistic applications and efficient, bounded memory inference.

关键词： Probabilistic programming Reactive programming Streaming inference Semantics Compilation

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proceedings of the 2022 6th International conference on Education and E-Learning, ICEEL 2022

Proceedings of the 2022 6th International Conference on Educ...

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6th International conference on Education and E-Learning, ICEEL 2022

ISBN: (纸本)9781450398428

The proceedings contain 45 papers. The topics discussed include: promoting a common testbed for natural deduction tutoring systems;integrating stand-alone new media technologies such as games and virtual and augmented reality software into learning management systems: integrating stand-alone media software into LMSs;simplifying the creation and maintenance of automated assessments of programming tasks via test specific language;CloudPES: cloud portal of educational services for higher education institutions in Nigeria;interface design guidelines for low literate users: a literature review;design and implementation of system of recognition of students’ learning behavior in classroom teaching videos;comparison of natural deduction theorem provers used in electronic tutoring systems;innovative learning and training approach in business – a systematic business games and literature review;and factors affecting grade eight students’ learning motivation in Chinese reading when learning with flipped classroom approach.

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Need Help? designing Proactive AI Assistants for programming 25

Need Help? Designing Proactive AI Assistants for Programming

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proceedings of the 2025 CHI conference on Human Factors in Computing Systems

作者： Valerie Chen Alan Zhu Sebastian Zhao Hussein Mozannar David Sontag Ameet Talwalkar Carnegie Mellon University Pittsburgh Pennsylvania USA University of California Berkeley Berkeley California USA Microsoft Research Redmond Washington USA Massachusetts Institute of Technology Boston Massachusetts USA

ISBN: (纸本)9798400713941

While current chat-based AI assistants primarily operate reactively, responding only when prompted by users, there is significant potential for these systems to proactively assist in tasks without explicit invocation, enabling a mixed-initiative interaction. This work explores the design and implementation of proactive AI assistants powered by large language models. We first outline the key design considerations for building effective proactive assistants. As a case study, we propose a proactive chat-based programming assistant that automatically provides suggestions and facilitates their integration into the programmer's code. The programming context provides a shared workspace enabling the assistant to offer more relevant suggestions. We conducted a randomized experimental study examining the impact of various design elements of the proactive assistant on programmer productivity and user experience. Our findings reveal significant benefits of incorporating proactive chat assistants into coding environments, while also uncovering important nuances that influence their usage and effectiveness. © 2025 Copyright held by the owner/author(s).

关键词： AI-assisted programming

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From Folklore to Fact: Comparing implementations of Stacks and Continuations 2020

From Folklore to Fact: Comparing Implementations of Stacks a...

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41st acm sigplan conference on programming language design and implementation (PLDI)

作者： Farvardin, Kavon Reppy, John Univ Chicago Comp Sci Chicago IL 60637 USA

ISBN: (纸本)9781450376136

The efficient implementation of function calls and non-local control transfers is a critical part of modern language implementations and is important in the implementation of everything from recursion, higher-order functions, concurrency and coroutines, to task-based parallelism. In a compiler, these features can be supported by a variety of mechanisms, including call stacks, segmented stacks, and heap-allocated continuation closures. An implementor of a high-level language with advanced control features might ask the question lwhat is the best choice for my implementation?z Unfortunately, the current literature does not provide much guidance, since previous studies suffer from various flaws in methodology and are outdated for modern hardware. In the absence of recent, well-normalized measurements and a holistic overview of their implementation specifics, the path of least resistance when choosing a strategy is to trust folklore, but the folklore is also suspect. This paper attempts to remedy this situation by providing an lapples-to-applesz comparison of six different approaches to implementing call stacks and continuations. This comparison uses the same source language, compiler pipeline, LLVM-backend, and runtime system, with the only differences being those required by the differences in implementation strategy. We compare the implementation challenges of the different approaches, their sequential performance, and their suitability to support advanced control mechanisms, including supporting heavily threaded code. In addition to the comparison of implementation strategies, the paper's contributions also include a number of useful implementation techniques that we discovered along the way.

关键词： Call stacks Concurrency Continuations Compilers Functional programming

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Gillian, Part I: A Multi-language Platform for Symbolic Execution 2020

Gillian, Part I: A Multi-language Platform for Symbolic Exec...

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41st acm sigplan conference on programming language design and implementation (PLDI)

作者： Santos, Jose Fragoso Maksimovic, Petar Ayoun, Sacha-Elie Gardner, Philippa Univ Lisbon INESC ID Inst Super Tecn Lisbon Portugal Imperial Coll London London England

ISBN: (纸本)9781450376136

We introduce Gillian, a platform for developing symbolic analysis tools for programming languages. Here, we focus on the symbolic execution engine at the heart of Gillian, which is parametric on the memory model of the target language. We give a formal description of the symbolic analysis and a modular implementation that closely follows this description. We prove a parametric soundness result, introducing restriction on abstract states, which generalises path conditions used in classical symbolic execution. We instantiate Gillian to obtain trusted symbolic testing tools for JavaScript and C, and use these tools to find bugs in real-world code, thus demonstrating the viability of our parametric approach.

关键词： Symbolic execution parametric semantics bug-finding bounded verification JavaScript C

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NV: An Intermediate language for Verification of Network Control Planes 2020

NV: An Intermediate Language for Verification of Network Con...

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41st acm sigplan conference on programming language design and implementation (PLDI)

作者： Giannarakis, Nick Loehr, Devon Beckett, Ryan Walker, David Princeton Univ Princeton NJ 08544 USA Microsoft Res Redmond WA USA

ISBN: (纸本)9781450376136

Network misconfiguration has caused a raft of high-profile outages over the past decade, spurring researchers to develop a variety of network analysis and verification tools. Unfortunately, developing and maintaining such tools is an enormous challenge due to the complexity of network configuration languages. Inspired by work on intermediate languages for verification such as Boogie and Why3, we develop NV, an intermediate language for verification of network control planes. NV carefully walks the line between expressiveness and tractability, making it possible to build models for a practical subset of real protocols and their configurations, and also facilitate rapid development of tools that outperform state-of-the-art simulators (seconds vs minutes) and verifiers (often 10x faster). Furthermore, we show that it is possible to develop novel analyses just by writing new NV programs. In particular, we implement a new fault-tolerance analysis that scales to far larger networks than existing tools.

关键词： Network Verification Network Simulation Control Plane Analysis Router Configuration Analysis Intermediate Verification language

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Armada: Low-Effort Verification of High-Performance Concurrent Programs 2020

Armada: Low-Effort Verification of High-Performance Concurre...

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41st acm sigplan conference on programming language design and implementation (PLDI)

作者： Lorch, Jacob R. Chen, Yixuan Kapritsos, Manos Parno, Bryan Qadeer, Shaz Sharma, Upamanyu Wilcox, James R. Zhao, Xueyuan Microsoft Res Redmond WA 98052 USA Univ Michigan Ann Arbor MI 48109 USA Yale Univ New Haven CT 06520 USA Carnegie Mellon Univ Pittsburgh PA 15213 USA Calibra Seattle WA USA Certora San Francisco CA USA

ISBN: (纸本)9781450376136

Safely writing high-performance concurrent programs is notoriously difficult. To aid developers, we introduce Armada, a language and tool designed to formally verify such programs with relatively little effort. Via a C-like language and a small-step, state-machine-based semantics, Armada gives developers the flexibility to choose arbitrary memory layout and synchronization primitives so they are never constrained in their pursuit of performance. To reduce developer effort, Armada leverages SMT-powered automation and a library of powerful reasoning techniques, including rely-guarantee, TSO elimination, reduction, and alias analysis. All these techniques are proven sound, and Armada can be soundly extended with additional strategies over time. Using Armada, we verify four concurrent case studies and show that we can achieve performance equivalent to that of unverified code.

关键词： refinement weak memory models x86-TSO

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Multi-modal Synthesis of Regular Expressions 2020

Multi-modal Synthesis of Regular Expressions

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41st acm sigplan conference on programming language design and implementation (PLDI)

作者： Chen, Qiaochu Wang, Xinyu Ye, Xi Durrett, Greg Dillig, Isil Univ Texas Austin Austin TX 78712 USA Univ Michigan Ann Arbor MI 48109 USA

ISBN: (纸本)9781450376136

In this paper, we propose a multi-modal synthesis technique for automatically constructing regular expressions (regexes) from a combination of examples and natural language. Using multiple modalities is useful in this context because natural language alone is often highly ambiguous, whereas examples in isolation are often not sufficient for conveying user intent. Our proposed technique first parses the English description into a so-called hierarchical sketch that guides our programming-by-example (PBE) engine. Since the hierarchical sketch captures crucial hints, the PBE engine can leverage this information to both prioritize the search as well as make useful deductions for pruning the search space. We have implemented the proposed technique in a tool called Regel and evaluate it on over three hundred regexes. Our evaluation shows that Regel achieves 80% accuracy whereas the NLP-only and PBE-only baselines achieve 43% and 26% respectively. We also compare our proposed PBE engine against an adaptation of AlphaRegex, a state-of-the-art regex synthesis tool, and show that our proposed PBE engine is an order of magnitude faster, even if we adapt the search algorithm of AlphaRegex to leverage the sketch. Finally, we conduct a user study involving 20 participants and show that users are twice as likely to successfully come up with the desired regex using Regel compared to without it.

关键词： Program Synthesis programming by Natural languages programming by Example Regular Expression

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Predictable Accelerator design with Time-Sensitive Affine Types 2020

Predictable Accelerator Design with Time-Sensitive Affine Ty...

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41st acm sigplan conference on programming language design and implementation (PLDI)

作者： Nigam, Rachit Atapattu, Sachille Thomas, Samuel Li, Zhijing Bauer, Theodore Ye, Yuwei Koti, Apurva Sampson, Adrian Zhang, Zhiru Cornell Univ Ithaca NY 14853 USA

ISBN: (纸本)9781450376136

Field-programmable gate arrays (FPGAs) provide an opportunity to co-design applications with hardware accelerators, yet they remain difficult to program. High-level synthesis (HLS) tools promise to raise the level of abstraction by compiling C or C++ to accelerator designs. Repurposing legacy software languages, however, requires complex heuristics to map imperative code onto hardware structures. We find that the black-box heuristics in HLS can be unpredictable: changing parameters in the program that should improve performance can counterintuitively yield slower and larger designs. This paper proposes a type system that restricts HLS to programs that can predictably compile to hardware accelerators. The key idea is to model consumable hardware resources with a time-sensitive affine type system that prevents simultaneous uses of the same hardware structure. We implement the type system in Dahlia, a language that compiles to HLS C++, and show that it can reduce the size of HLS parameter spaces while accepting Pareto-optimal designs.

关键词： Affine Type Systems High-Level Synthesis

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designing a Course of programming language Foundations that Closely Combines Practice 2021

Designing a Course of Programming Language Foundations that ...

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acm Turing Award Celebration conference (acm TURC)

作者： Zhang, Yu Ouyang, Youwen Univ Sci & Technol China Hefei Peoples R China Calif State Univ San Marcos San Marcos TX USA

ISBN: (纸本)9781450385671

The Computer Science Curricula 2013 (CS2013) calls for undergraduate CS programs to expose their students to the models underlying different programming languages as well as the principles on which language features are defined, composed, and implemented. Although an upper division "programming languages (Foundations)" course is common in many CS programs in United States, such a course is rare in Chinese CS undergraduate programs. This is partly due to the challenge of balancing the breadth and depth of topics covered in such a course. Another common concern is the balance between theory and practice. This paper reports our experience in designing "Foundations of programming languages" at USTC. Following the exemplar programming languages courses in CS2013, this 15-week course covers scripting, functional, logic and systems languages, presenting their principle features and design/implementation issues. The topics include modern language features (e.g. closures), principles (e.g. lambda calculus and logic), control flow and runtime components (e.g. memory management and concurrency). The paper describes how four selected languages (Lua for scripting, OCaml for functional, Datalog for logic and Rust for systems) work together to provide practical experiences for students on concepts that would be considered too abstract. It also includes discussions of student performance on selected projects.

关键词： language Foundations Practice language Paradigms

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