Colin S. Gordon

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19ranked-venue papers
14as first author
9since 2021 · last 2025
0000-0002-9012-4490ORCID · verified

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Software engineering, systems software and programming languages · 19 · 14 first-author · 9 since 2021
YearPublicationVenuePosition
2025 Linguistic Theories Coincide with Misformalization in Temporal Logic
abstract
One of the key challenges in using formal methods is producing accurate formalizations of natural language requirements, as providing incorrect formalizations may miss bugs or even codify their existence. Yet despite this critical role, recent studies have revealed that even experienced experts make mistakes when formalizing relatively simple specifications in Linear Temporal Logic (LTL). We analyze the data from one recent study from the perspective of linguistic phenomena that enrich what is said with additional meaning. We find that misunderstanding whether and when to formalize these phenomena could impact nearly half of novice mistakes and most expert mistakes in the dataset. We conclude that further study of the relationship between natural language specifications and these specific phenomena has potential to reduce misformalizations.
Colin S. Gordon
ASE1
2025 Modal Verification Patterns for Systems Software
abstract
Although they differ in the functionality they offer, low-level systems exhibit certain patterns of design and utilization of computing resources. In this paper we examine how modalities have emerged as a common structure in formal verification of low-level software, and explain how many recent examples naturally share common structure in the relationship between the modalities and software features they are used to reason about. We explain how the concept of a resource context (a class of system resources to reason about) naturally corresponds to families of modal operators indexed by system data, and how this naturally leads to using modal assertions to describe resource elements (data in the relevant context).
Ismail Kuru 0001, Colin S. Gordon
PLOS@SOSP2
2025 Modal Abstractions for Virtualizing Memory Addresses
abstract
Virtual memory management (VMM) code is a critical piece of general-purpose OS kernels, but verification of this functionality is challenging due to the complexity of the hardware interface (the page tables are updated via writes to those memory locations, using addresses which are themselves virtualized). Prior work on verification of VMM code has either only handled a single address space, or trusted significant pieces of assembly code. In this paper, we introduce a modal abstraction to describe the truth of assertions relative to a specific virtual address space: [r]P indicating that P holds in the virtual address space rooted at r. Such modal assertions allow different address spaces to refer to each other, enabling complete verification of instruction sequences manipulating multiple address spaces. Using them effectively requires working with other assertions, such as points-to assertions about memory contents — which implicitly depend on the address space they are used in. We therefore define virtual points-to assertions to definitionally mimic hardware address translation, relative to a page table root. We demonstrate our approach with challenging fragments of VMM code showing that our approach handles examples beyond what prior work can address, including reasoning about a sequence of instructions as it changes address spaces. Our results are formalized for a RISC-like fragment of x86-64 assembly in Rocq.
Ismail Kuru 0001, Colin S. Gordon
Proc. ACM Program. Lang.2
2025 Squibs and Discussions at TOPLAS
Colin S. Gordon
ACM Trans. Program. Lang. Syst.1
2025 Changing of the Seasons at TOPLAS
abstract
No abstract available.
Colin S. Gordon
ACM Trans. Program. Lang. Syst.1
2024 The Linguistics of Programming
abstract
Research in programming languages and software engineering are broadly concerned with the study of aspects of computer programs: their syntactic structure, the relationship between form and meaning (semantics), empirical properties of how they are constructed and deployed, and more. We could equally well apply this description to the range of ways in which linguistics studies the form, meaning, and use of natural language. We argue that despite some notable examples of PL and SE research drawing on ideas from natural language processing, there are still a wealth of concepts, techniques, and conceptual framings originating in linguistics which would be of use to PL and SE research. Moreover we show that beyond mere parallels, there are cases where linguistics research has complementary methodologies, may help explain or predict study outcomes, or offer new perspectives on established research areas in PL and SE. Broadly, we argue that researchers across PL and SE are investigating close cousins of problems actively studied for years by linguists, and familiarity with linguistics research seems likely to bear fruit for many PL and SE researchers.
Colin S. Gordon
Onward!1
2023 Trustworthy Formal Natural Language Specifications
abstract
Interactive proof assistants are computer programs carefully constructed to check a human-designed proof of a mathematical claim with high confidence in the implementation. However, this only validates truth of a formal claim, which may have been mistranslated from a claim made in natural language. This is especially problematic when using proof assistants to formally verify the correctness of software with respect to a natural language specification. The translation from informal to formal remains a challenging, time-consuming process that is difficult to audit for correctness.
Colin S. Gordon, Sergey Matskevich
Onward!1
2023 Error Localization for Sequential Effect Systems
Colin S. Gordon, Chaewon Yun
SAS1
2021 Polymorphic Iterable Sequential Effect Systems
abstract
Effect systems are lightweight extensions to type systems that can verify a wide range of important properties with modest developer burden. But our general understanding of effect systems is limited primarily to systems where the order of effects is irrelevant. Understanding such systems in terms of a semilattice of effects grounds understanding of the essential issues and provides guidance when designing new effect systems. By contrast, sequential effect systems—where the order of effects is important—lack an established algebraic structure on effects. We present an abstract polymorphic effect system parameterized by an effect quantale—an algebraic structure with well-defined properties that can model the effects of a range of existing sequential effect systems. We define effect quantales, derive useful properties, and show how they cleanly model a variety of known sequential effect systems. We show that for most effect quantales, there is an induced notion of iterating a sequential effect; that for systems we consider the derived iteration agrees with the manually designed iteration operators in prior work; and that this induced notion of iteration is as precise as possible when defined. We also position effect quantales with respect to work on categorical semantics for sequential effect systems, clarifying the distinctions between these systems and our own in the course of giving a thorough survey of these frameworks. Our derived iteration construct should generalize to these semantic structures, addressing limitations of that work. Finally, we consider the relationship between sequential effects and Kleene Algebras, where the latter may be used as instances of the former.
Colin S. Gordon
ACM Trans. Program. Lang. Syst.1
2020 Designing with Static Capabilities and Effects: Use, Mention, and Invariants (Pearl)
abstract
Capabilities (whether object or reference capabilities) are fundamentally tools to restrict effects. Thus static capabilities (object or reference) and effect systems take different technical machinery to the same core problem of statically restricting or reasoning about effects in programs. Any time two approaches can in principle address the same sets of problems, it becomes important to understand the trade-offs between the approaches, how these trade-offs might interact with the problem at hand. Experts who have worked in these areas tend to find the trade-offs somewhat obvious, having considered them in context before. However, this kind of design discussion is often written down only implicitly as comparison between two approaches for a specific program reasoning problem, rather than as a discussion of general trade-offs between general classes of techniques. As a result, it is not uncommon to set out to solve a problem with one technique, only to find the other better-suited. We discuss the trade-offs between static capabilities (specifically reference capabilities) and effect systems, articulating the challenges each approach tends to have in isolation, and how these are sometimes mitigated. We also put our discussion in context, by appealing to examples of how these trade-offs were considered in the course of developing prior systems in the area. Along the way, we highlight how seemingly-minor aspects of type systems - weakening/framing and the mere existence of type contexts - play a subtle role in the efficacy of these systems.
Colin S. Gordon
ECOOP1
2020 Lifting Sequential Effects to Control Operators
abstract
Sequential effect systems are a class of effect system that exploits information about program order, rather than discarding it as traditional commutative effect systems do. This extra expressive power allows effect systems to reason about behavior over time, capturing properties such as atomicity, unstructured lock ownership, or even general safety properties. While we now understand the essential denotational (categorical) models fairly well, application of these ideas to real software is hampered by the variety of source level control flow constructs and control operators in real languages. We address this new problem by appeal to a classic idea: macro-expression of commonly-used programming constructs in terms of control operators. We give an effect system for a subset of Racket’s tagged delimited control operators, as a lifting of an effect system for a language without direct control operators. This gives the first account of sequential effects in the presence of general control operators. Using this system, we also re-derive the sequential effect system rules for control flow constructs previously shown sound directly, and derive sequential effect rules for new constructs not previously studied in the context of source-level sequential effect systems. This offers a way to directly extend source-level support for sequential effect systems to real programming languages.
Colin S. Gordon
ECOOP1
2019 Safe Deferred Memory Reclamation with Types
abstract
Memory management in lock-free data structures remains a major challenge in concurrent programming. Design techniques including read-copy-update (RCU) and hazard pointers provide workable solutions, and are widely used to great effect. These techniques rely on the concept of a grace period: nodes that should be freed are not deallocated immediately, and all threads obey a protocol to ensure that the deallocating thread can detect when all possible readers have completed their use of the object. This provides an approach to safe deallocation, but only when these subtle protocols are implemented correctly. We present a static type system to ensure correct use of RCU memory management: that nodes removed from a data structure are always scheduled for subsequent deallocation, and that nodes are scheduled for deallocation at most once. As part of our soundness proof, we give an abstract semantics for RCU memory management primitives which captures the fundamental properties of RCU. Our type system allows us to give the first proofs of memory safety for RCU linked list and binary search tree implementations without requiring full verification.
Ismail Kuru 0001, Colin S. Gordon
ESOP2
2017 A Generic Approach to Flow-Sensitive Polymorphic Effects
abstract
Effect systems are lightweight extensions to type systems that can verify a wide range of important properties with modest developer burden. But our general understanding of effect systems is limited primarily to systems where the order of effects is irrelevant. Understanding such systems in terms of a lattice of effects grounds understanding of the essential issues, and provides guidance when designing new effect systems. By contrast, sequential effect systems --- where the order of effects is important --- lack a clear algebraic characterization. We derive an algebraic characterization from the shape of prior concrete sequential effect systems. We present an abstract polymorphic effect system with singleton effects parameterized by an effect quantale --- an algebraic structure with well-defined properties that can model a range of existing order-sensitive effect systems. We define effect quantales, derive useful properties, and show how they cleanly model a variety of known sequential effect systems. We show that effect quantales provide a free, general notion of iterating a sequential effect, and that for systems we consider the derived iteration agrees with the manually designed iteration operators in prior work. Identifying and applying the right algebraic structure led us to subtle insights into the design of order-sensitive effect systems, which provides guidance on non-obvious points of designing order-sensitive effect systems. Effect quantales have clear relationships to the recent category theoretic work on order-sensitive effect systems, but are explained without recourse to category theory. In addition, our derived iteration construct should generalize to these semantic structures, addressing limitations of that work.
Colin S. Gordon
ECOOP1
2017 Verifying Invariants of Lock-Free Data Structures with Rely-Guarantee and Refinement Types
abstract
Verifying invariants of fine-grained concurrent data structures is challenging, because interference from other threads may occur at any time. We propose a new way of proving invariants of fine-grained concurrent data structures: applying rely-guarantee reasoning to references in the concurrent setting. Rely-guarantee applied to references can verify bounds on thread interference without requiring a whole program to be verified. This article provides three new results. First, it provides a new approach to preserving invariants and restricting usage of concurrent data structures. Our approach targets a space between simple type systems and modern concurrent program logics, offering an intermediate point between unverified code and full verification. Furthermore, it avoids sealing concurrent data structure implementations and can interact safely with unverified imperative code. Second, we demonstrate the approach’s broad applicability through a series of case studies, using two implementations: an axiomatic C oq domain-specific language and a library for Liquid Haskell. Third, these two implementations allow us to compare and contrast verifications by interactive proof (C oq ) and a weaker form that can be expressed using automatically-discharged dependent refinement types (Liquid Haskell).
Colin S. Gordon, Michael D. Ernst, Dan Grossman, Matthew J. Parkinson
ACM Trans. Program. Lang. Syst.1
2016 Trace Typing: An Approach for Evaluating Retrofitted Type Systems
abstract
Recent years have seen growing interest in the retrofitting of type systems onto dynamically-typed programming languages, in order to improve type safety, programmer productivity, or performance. In such cases, type system developers must strike a delicate balance between disallowing certain coding patterns to keep the type system simple, or including them at the expense of additional complexity and effort. Thus far, the process for designing retrofitted type systems has been largely ad hoc, because evaluating multiple variations of a type system on large bodies of existing code is a significant undertaking. We present trace typing: a framework for automatically and quantitatively evaluating variations of a retrofitted type system on large code bases. The trace typing approach involves gathering traces of program executions, inferring types for instances of variables and expressions occurring in a trace, and merging types according to merge strategies that reflect specific (combinations of) choices in the source-level type system design space. We evaluated trace typing through several experiments. We compared several variations of type systems retrofitted onto JavaScript, measuring the number of program locations with type errors in each case on a suite of over fifty thousand lines of JavaScript code. We also used trace typing to validate and guide the design of a new retrofitted type system that enforces fixed object layout for JavaScript objects. Finally, we leveraged the types computed by trace typing to automatically identify tag tests --- dynamic checks that refine a type --- and examined the variety of tests identified.
Esben Andreasen, Colin S. Gordon, Satish Chandra 0001, Manu Sridharan, Frank Tip, Koushik Sen
ECOOP2
2016 Type inference for static compilation of JavaScript
abstract
We present a type system and inference algorithm for a rich subset of JavaScript equipped with objects, structural subtyping, prototype inheritance, and first-class methods. The type system supports abstract and recursive objects, and is expressive enough to accommodate several standard benchmarks with only minor workarounds. The invariants enforced by the types enable an ahead-of-time compiler to carry out optimizations typically beyond the reach of static compilers for dynamic languages. Unlike previous inference techniques for prototype inheritance, our algorithm uses a combination of lower and upper bound propagation to infer types and discover type errors in all code, including uninvoked functions. The inference is expressed in a simple constraint language, designed to leverage off-the-shelf fixed point solvers. We prove soundness for both the type system and inference algorithm. An experimental evaluation showed that the inference is powerful, handling the aforementioned benchmarks with no manual type annotation, and that the inferred types enable effective static compilation.
Satish Chandra 0001, Colin S. Gordon, Jean-Baptiste Jeannin, Cole Schlesinger, Manu Sridharan, Frank Tip, Young-Il Choi
OOPSLA2
2013 Java UI : Effects for Controlling UI Object Access
Colin S. Gordon, Werner Dietl, Michael D. Ernst, Dan Grossman
ECOOP1
2013 Rely-guarantee references for refinement types over aliased mutable data
abstract
Reasoning about side effects and aliasing is the heart of verifying imperative programs. Unrestricted side effects through one reference can invalidate assumptions about an alias. We present a new type system approach to reasoning about safe assumptions in the presence of aliasing and side effects, unifying ideas from reference immutability type systems and rely-guarantee program logics. Our approach, rely-guarantee references, treats multiple references to shared objects similarly to multiple threads in rely-guarantee program logics. We propose statically associating rely and guarantee conditions with individual references to shared objects. Multiple aliases to a given object may coexist only if the guarantee condition of each alias implies the rely condition for all other aliases. We demonstrate that existing reference immutability type systems are special cases of rely-guarantee references.
Colin S. Gordon, Michael D. Ernst, Dan Grossman
PLDI1
2012 Uniqueness and reference immutability for safe parallelism
abstract
A key challenge for concurrent programming is that side-effects (memory operations) in one thread can affect the behavior of another thread. In this paper, we present a type system to restrict the updates to memory to prevent these unintended side-effects. We provide a novel combination of immutable and unique (isolated) types that ensures safe parallelism (race freedom and deterministic execution). The type system includes support for polymorphism over type qualifiers, and can easily create cycles of immutable objects. Key to the system's flexibility is the ability to recover immutable or externally unique references after violating uniqueness without any explicit alias tracking. Our type system models a prototype extension to C# that is in active use by a Microsoft team. We describe their experiences building large systems with this extension. We prove the soundness of the type system by an embedding into a program logic.
Colin S. Gordon, Matthew J. Parkinson, Jared Parsons, Aleks Bromfield, Joe Duffy
OOPSLA1