Raymond Hu

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24ranked-venue papers
6as first author
6since 2021 · last 2026
0000-0003-4361-6772ORCID · verified

Domains — the database's venue-derived domains; a paper can count in several

Software engineering, systems software and programming languages · 20 · 6 first-author · 6 since 2021Theory of computation · 3Systems, architecture and hardware · 1
YearPublicationVenuePosition
2026 Mixed Choice in Asynchronous Multiparty Session Types
abstract
We present a multiparty session type (MST) framework with asynchronous mixed choice (MC). We propose a core construct for MC that allows transient inconsistencies in protocol state between distributed participants, but ensures all participants can always eventually reach a mutually consistent state. We prove the correctness of our system by establishing a progress property and an operational correspondence between global types and distributed local type projections. Based on our theory, we implement a practical toolchain for specifying and validating asynchronous MST protocols featuring MC, and programming compliant gen_statem processes in Erlang/OTP. We test our framework by using our toolchain to specify and reimplement part of the amqp_client of the RabbitMQ broker for Erlang.
Laura Bocchi, Raymond Hu, Adriana Laura Voinea, Simon J. Thompson
Proc. ACM Program. Lang.2
2026 Speak Now: Safe Actor Programming with Multiparty Session Types
abstract
Actor languages such as Erlang and Elixir are widely used for implementing scalable and reliable distributed applications, but the informally-specified nature of actor communication patterns leaves systems vulnerable to costly errors such as communication mismatches and deadlocks. Multiparty session types (MPSTs) rule out communication errors early in the development process, but until now, the many-sender, single-receiver nature of actor communication has made it difficult for actor languages to benefit from session types. This paper introduces Maty, the first actor language design supporting both static multiparty session typing and the full power of actors taking part in multiple sessions . Maty therefore combines the error prevention mechanism of session types with the scalability and fault tolerance of actor languages. Our main insight is to enforce session typing through a flow-sensitive effect system, combined with an event-driven programming style and first-class message handlers. Using MPSTs allows us to guarantee communication safety: a process will never send or receive an unexpected message, nor will a session get stuck because an actor is waiting for a message that will never be sent. We extend Maty to support Erlang-style supervision and cascading failure, and show that this preserves Maty’s strong metatheory. We implement Maty in Scala using an API generation approach, and demonstrate the expressiveness of our model by implementing a representative sample of the widely-used Savina actor benchmark suite; an industry-supplied factory scenario; and a chat server.
Simon Fowler 0001, Raymond Hu
Proc. ACM Program. Lang.2
2026 Welterweight Go: Boxing, Structural Subtyping, and Generics
abstract
Go’s unique combination of structural subtyping between generics and types with non-uniform runtime representations presents significant challenges for formalising the language. We introduce WG (Welterweight Go), a core model of Go that captures key features excluded by prior work, including underlying types, type unions and type sets, and proposed new features, such as generic methods. We also develop LWG, a lower-level language that models Go’s runtime mechanisms, notably the distinction between raw struct values and interface values that carry runtime type information (RTTI). We give a type-directed compilation from WG to LWG that demonstrates how the proposed features can be implemented while observing important design and implementation goals for Go: compatibility with separate compilation, and no runtime code generation. Unlike existing approaches based on static monomorphisation, our compilation strategy uses runtime type conversions and adaptor methods to handle the complex interactions between structural subtyping, generics, and Go’s runtime infrastructure.
Raymond Hu, Julien Lange, Bernardo Toninho, Philip Wadler, Robert Griesemer, Keith Randall
Proc. ACM Program. Lang.1
2025 Rate-Based Session Types for IoT Systems
abstract
We develop a session types framework for implementing and validating rate-based message passing systems in Internet of Things (IoT) domains. To model the indefinite repetition present in many embedded and IoT systems, we introduce a timed process calculus with a periodic recursion primitive. This allows us to model rate-based computations and communications inherent to these application domains. We introduce a definition of rate-based session types in a binary session types setting and a new compatibility relationship, which we call rate compatibility . Programs which type-check enjoy the standard session types guarantees as well as rate error freedom—meaning processes which exchanges messages do so at the same rate . Rate compatibility is defined through a new notion of type expansion, a relation that allows communication between processes of differing periods by synthesizing and checking a common superperiod type. We prove type preservation and rate error freedom for our system and show a decidable method for type checking based on computing superperiods for a collection of processes. We implement a prototype of our type system including rate compatibility via an embedding into the native type system of Rust. We apply this framework to a range of examples from our target domain such as Android software sensors, wearable devices, and sound processing. Our framework is used to implement a heart rate sensor application that runs on a commercially available smartwatch.
Grant Iraci, Cheng-En Chuang, Raymond Hu, Lukasz Ziarek
ACM Trans. Program. Lang. Syst.3
2023 Validating IoT Devices with Rate-Based Session Types
abstract
We develop a session types based framework for implementing and validating rate-based message passing systems in Internet of Things (IoT) domains. To model the indefinite repetition present in many embedded and IoT systems, we introduce a timed process calculus with a periodic recursion primitive. This allows us to model rate-based computations and communications inherent to these application domains. We introduce a definition of rate based session types in a binary session types setting and a new compatibility relationship, which we call rate compatibility. Programs which type check enjoy the standard session types guarantees as well as rate error freedom --- meaning processes which exchanges messages do so at the same rate. Rate compatibility is defined through a new notion of type expansion, a relation that allows communication between processes of differing periods by synthesizing and checking a common superperiod type. We prove type preservation and rate error freedom for our system, and show a decidable method for type checking based on computing superperiods for a collection of processes. We implement a prototype of our type system including rate compatibility via an embedding into the native type system of Rust. We apply this framework to a range of examples from our target domain such as Android software sensors, wearable devices, and sound processing.
Grant Iraci, Cheng-En Chuang, Raymond Hu, Lukasz Ziarek
Proc. ACM Program. Lang.3
2021 A multiparty session typing discipline for fault-tolerant event-driven distributed programming
abstract
This paper presents a formulation of multiparty session types (MPSTs) for practical fault-tolerant distributed programming. We tackle the challenges faced by session types in the context of distributed systems involving asynchronous and concurrent partial failures – such as supporting dynamic replacement of failed parties and retrying failed protocol segments in an ongoing multiparty session – in the presence of unreliable failure detection. Key to our approach is that we develop a novel model of event-driven concurrency for multiparty sessions. Inspired by real-world practices, it enables us to unify the session-typed handling of regular I/O events with failure handling and the combination of features needed to express practical fault-tolerant protocols. Moreover, the characteristics of our model allow us to prove a global progress property for well-typed processes engaged in multiple concurrent sessions, which does not hold in traditional MPST systems. To demonstrate its practicality, we implement our framework as a toolchain and runtime for Scala, and use it to specify and implement a session-typed version of the cluster management system of the industrial-strength Apache Spark data analytics framework. Our session-typed cluster manager composes with other vanilla Spark components to give a functioning Spark runtime; e.g., it can execute existing third-party Spark applications without code modification. A performance evaluation using the TPC-H benchmark shows our prototype implementation incurs an average overhead below 10%.
Malte Viering, Raymond Hu, Patrick Eugster, Lukasz Ziarek
Proc. ACM Program. Lang.2
2020 Statically verified refinements for multiparty protocols
abstract
With distributed computing becoming ubiquitous in the modern era, safe distributed programming is an open challenge. To address this, multiparty session types (MPST) provide a typing discipline for message-passing concurrency, guaranteeing communication safety properties such as deadlock freedom. While originally MPST focus on the communication aspects, and employ a simple typing system for communication payloads, communication protocols in the real world usually contain constraints on the payload. We introduce refined multiparty session types (RMPST), an extension of MPST, that express data dependent protocols via refinement types on the data types. We provide an implementation of RMPST, in a toolchain called Session*, using Scribble, a toolchain for multiparty protocols, and targeting F*, a verification-oriented functional programming language. Users can describe a protocol in Scribble and implement the endpoints in F* using refinement-typed APIs generated from the protocol. The F* compiler can then statically verify the refinements. Moreover, we use a novel approach of callback-styled API generation, providing static linearity guarantees with the inversion of control. We evaluate our approach with real world examples and show that it has little overhead compared to a naive implementation, while guaranteeing safety properties from the underlying theory.
Fangyi Zhou 0002, Francisco Ferreira 0001, Raymond Hu, Rumyana Neykova, Nobuko Yoshida
Proc. ACM Program. Lang.3
2020 Featherweight go
abstract
We describe a design for generics in Go inspired by previous work on Featherweight Java by Igarashi, Pierce, and Wadler. Whereas subtyping in Java is nominal, in Go it is structural, and whereas generics in Java are defined via erasure, in Go we use monomorphisation. Although monomorphisation is widely used, we are one of the first to formalise it. Our design also supports a solution to The Expression Problem.
Robert Griesemer, Raymond Hu, Wen Kokke, Julien Lange, Ian Lance Taylor, Bernardo Toninho, Philip Wadler, Nobuko Yoshida
Proc. ACM Program. Lang.2
2019 Distributed programming using role-parametric session types in go: statically-typed endpoint APIs for dynamically-instantiated communication structures
abstract
This paper presents a framework for the static specification and safe programming of message passing protocols where the number and kinds of participants are dynamically instantiated. We develop the first theory of distributed multiparty session types (MPST) to support parameterised protocols with indexed roles—our framework statically infers the different kinds of participants induced by a protocol definition as role variants, and produces decoupled endpoint projections of the protocol onto each variant. This enables safe MPST-based programming of the parameterised endpoints in distributed settings: each endpoint can be implemented separately by different programmers, using different techniques (or languages). We prove the decidability of role variant inference and well-formedness checking, and the correctness of projection. We implement our theory as a toolchain for programming such role-parametric MPST protocols in Go. Our approach is to generate API families of lightweight, protocol- and variant-specific type wrappers for I/O. The APIs ensure a well-typed Go endpoint program (by native Go type checking) will perform only compliant I/O actions w.r.t. the source protocol. We leverage the abstractions of MPST to support the specification and implementation of Go applications involving multiple channels, possibly over mixed transports (e.g., Go channels, TCP), and channel passing via a unified programming interface. We evaluate the applicability and run-time performance of our generated APIs using microbenchmarks and real-world applications.
David Castro-Perez, Raymond Hu, Sung-Shik Jongmans, Nicholas Ng, Nobuko Yoshida
Proc. ACM Program. Lang.2
2019 Dynamic Deadlock Verification for General Barrier Synchronisation
abstract
We present Armus, a verification tool for dynamically detecting or avoiding barrier deadlocks. The core design of Armus is based on phasers, a generalisation of barriers that supports split-phase synchronisation, dynamic membership, and optional-waits. This allows Armus to handle the key barrier synchronisation patterns found in modern languages and libraries. We implement Armus for X10 and Java, giving the first sound and complete barrier deadlock verification tools in these settings. Armus introduces a novel event-based graph model of barrier concurrency constraints that distinguishes task-event and event-task dependencies. Decoupling these two kinds of dependencies facilitates the verification of distributed barriers with dynamic membership, a challenging feature of X10. Further, our base graph representation can be dynamically switched between a task-to-task model, Wait-for Graph (WFG), and an event-to-event model, State Graph (SG), to improve the scalability of the analysis. Formally, we show that the verification is sound and complete with respect to the occurrence of deadlock in our core phaser language, and that switching graph representations preserves the soundness and completeness properties. These results are machine checked with the Coq proof assistant. Practically, we evaluate the runtime overhead of our implementations using three benchmark suites in local and distributed scenarios. Regarding deadlock detection, distributed scenarios show negligible overheads and local scenarios show overheads below 1.15×. Deadlock avoidance is more demanding, and highlights the potential gains from dynamic graph selection. In one benchmark scenario, the runtime overheads vary from 1.8× for dynamic selection, 2.6× for SG-static selection, and 5.9× for WFG-static selection.
Tiago Cogumbreiro, Raymond Hu, Francisco Martins, Nobuko Yoshida
ACM Trans. Program. Lang. Syst.2
2018 A session type provider: compile-time API generation of distributed protocols with refinements in F#
abstract
We present a library for the specification and implementation of distributed protocols in native F# (and other .NET languages) based on multiparty session types (MPST). There are two main contributions. Our library is the first practical development of MPST to support what we refer to as interaction refinements: a collection of features related to the refinement of protocols, such as message-type refinements (value constraints) and message value dependent control flow. A well-typed endpoint program using our library is guaranteed to perform only compliant session I/O actions w.r.t. to the refined protocol, up to premature termination.
Rumyana Neykova, Raymond Hu, Nobuko Yoshida, Fahd Abdeljallal
CC2
2018 A Typing Discipline for Statically Verified Crash Failure Handling in Distributed Systems
abstract
A key requirement for many distributed systems is to be resilient toward partial failures, allowing a system to progress despite the failure of some components. This makes programming of such systems daunting, particularly in regards to avoiding inconsistencies due to failures and asynchrony. This work introduces a formal model for crash failure handling in asynchronous distributed systems featuring a lightweight coordinator, modeled in the image of widely used systems such as ZooKeeper and Chubby. We develop a typing discipline based on multiparty session types for this model that supports the specification and static verification of multiparty protocols with explicit failure handling. We show that our type system ensures subject reduction and progress in the presence of failures. In other words, in a well-typed system even if some participants crash during execution, the system is guaranteed to progress in a consistent manner with the remaining participants.
Malte Viering, Tzu-Chun Chen, Patrick Eugster, Raymond Hu, Lukasz Ziarek
ESOP4
2017 A Linear Decomposition of Multiparty Sessions for Safe Distributed Programming
abstract
Multiparty Session Types (MPST) is a typing discipline for message-passing distributed processes that can ensure properties such as absence of communication errors and deadlocks, and protocol conformance. Can MPST provide a theoretical foundation for concurrent and distributed programming in "mainstream" languages? We address this problem by (1) developing the first encoding of a full-fledged multiparty session pi-calculus into linear pi-calculus, and (2) using the encoding as the foundation of a practical toolchain for safe multiparty programming in Scala. Our encoding is type-preserving and operationally sound and complete. Crucially, it keeps the distributed choreographic nature of MPST, illuminating that the safety properties of multiparty sessions can be precisely represented with a decomposition into binary linear channels. Previous works have only studied the relation between (limited) multiparty and binary sessions via centralised orchestration means. We exploit these results to implement an automated generation of Scala APIs for multiparty sessions, abstracting existing libraries for binary communication channels. This allows multiparty systems to be safely implemented over binary message transports, as commonly found in practice. Our implementation is the first to support distributed multiparty delegation: our encoding yields it for free, via existing mechanisms for binary delegation.
Alceste Scalas, Ornela Dardha, Raymond Hu, Nobuko Yoshida
ECOOP3
2017 Explicit Connection Actions in Multiparty Session Types
Raymond Hu, Nobuko Yoshida
FASE1
2016 Hybrid Session Verification Through Endpoint API Generation
Raymond Hu, Nobuko Yoshida
FASE1
2016 On asynchronous eventful session semantics
abstract
Event-driven programming is one of the major paradigms in concurrent and communication-based programming, where events are typically detected as the arrival of messages on asynchronous channels. Unfortunately, the flexibility and performance of traditional event-driven programming come at the cost of more complex programs: low-level APIs and the obfuscation of event-driven control flow make programs difficult to read, write and verify. This paper introduces a π-calculus with session types that modelsevent-driven session programming(called ESP) and studies its behavioural theory. The main characteristics of the ESP model are asynchronous, order-preserving message passing, non-blocking detection of event/message arrivals and dynamic inspection of session types. Session types offer formal safety guarantees, such as communication and event handling safety, and programmatic benefits that overcome problems with existing event-driven programming languages and techniques. The new typed bisimulation theory developed for the ESP model is distinct from standard synchronous or asynchronous bisimulation, capturing the semantic nature of eventful session-based processes. The bisimilarity coincides with reduction-closed barbed congruence. We demonstrate the features and benefits of ESP and the behavioural theory through two key use cases. First, we examine an encoding and the semantic behaviour of the event selector, a central component of general event-driven systems, providing core results for verifying type-safe event-driven applications. Second, we examine the Lauer–Needham duality, building on the selector encoding and bisimulation theory to prove that a systematic transformation from multithreaded to event-driven session processes is type- and semantics-preserving.
Dimitrios Kouzapas, Nobuko Yoshida, Raymond Hu, Kohei Honda 0001
Math. Struct. Comput. Sci.3
2015 Dynamic deadlock verification for general barrier synchronisation
abstract
We present Armus, a dynamic verification tool for deadlock detection and avoidance specialised in barrier synchronisation. Barriers are used to coordinate the execution of groups of tasks, and serve as a building block of parallel computing. Our tool verifies more barrier synchronisation patterns than current state-of-the-art. To improve the scalability of verification, we introduce a novel event-based representation of concurrency constraints, and a graph-based technique for deadlock analysis. The implementation is distributed and fault-tolerant, and can verify X10 and Java programs. To formalise the notion of barrier deadlock, we introduce a core language expressive enough to represent the three most widespread barrier synchronisation patterns: group, split-phase, and dynamic membership. We propose a graph analysis technique that selects from two alternative graph representations: the Wait-For Graph, that favours programs with more tasks than barriers; and the State Graph, optimised for programs with more barriers than tasks. We prove that finding a deadlock in either representation is equivalent, and that the verification algorithm is sound and complete with respect to the notion of deadlock in our core language. Armus is evaluated with three benchmark suites in local and distributed scenarios. The benchmarks show that graph analysis with automatic graph-representation selection can record a 7-fold execution increase versus the traditional fixed graph representation. The performance measurements for distributed deadlock detection between 64 processes show negligible overheads.
Tiago Cogumbreiro, Raymond Hu, Francisco Martins, Nobuko Yoshida
PPoPP2
2015 Practical interruptible conversations: distributed dynamic verification with multiparty session types and Python
Romain Demangeon, Kohei Honda 0001, Raymond Hu, Rumyana Neykova, Nobuko Yoshida
Formal Methods Syst. Des.3
2013 Practical Interruptible Conversations - Distributed Dynamic Verification with Session Types and Python
Raymond Hu, Rumyana Neykova, Nobuko Yoshida, Romain Demangeon, Kohei Honda 0001
RV1
2013 SPY: Local Verification of Global Protocols
Rumyana Neykova, Nobuko Yoshida, Raymond Hu
RV3
2011 Safe Parallel Programming with Session Java
Nicholas Ng, Nobuko Yoshida, Olivier Pernet, Raymond Hu, Yiannos Kryftis
COORDINATION4
2010 Type-Safe Eventful Sessions in Java
Raymond Hu, Dimitrios Kouzapas, Olivier Pernet, Nobuko Yoshida, Kohei Honda 0001
ECOOP1
2010 Parameterised Multiparty Session Types
Nobuko Yoshida, Pierre-Malo Deniélou, Andi Bejleri, Raymond Hu
FoSSaCS4
2008 Session-Based Distributed Programming in Java
Raymond Hu, Nobuko Yoshida, Kohei Honda 0001
ECOOP1