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Songlin Jia

Publications and source records attributed to Songlin Jia.

10 recordsLinked to original sources

Let Functions Speak: Lightweight Parametric Polymorphism via Domain and Range Types

Subtyping allows polymorphism at a low price: a concise type such as Int -> Top covers every function that accepts an integer, whatever it returns, whereas the parametric alternative $\forall$ B.Int -> B spends a quantifier and a type parameter, a difference that compounds as types nest and leaves signatures heavyweight and less intuitive. The polymorphism via subtyping, however, is not always enough, as upcasting to Int -> Top forgets the result type, so a program that needs the precise result must abandon the concise signature and return to full parameterization. The missing middle ground is a lightweight polymorphism that keeps the concise, readable types of subtyping yet recovers the precision of parametricity. TypeScript's Parameters and ReturnType reach for it but stand only on the unsafe any, and type destructors reach it soundly but only for covariant types, leaving the arrow-type case open. We present F<:DR, a conservative extension of System F<: with first-class domain and range projection types, Dom(T) and Range(T), and an application rule that types f(x) from f : F and x : Dom(F) for an arbitrary type F. The demand that F be exposed as an arrow type is delayed from the definition site to the call site and discharged by the argument itself, as a value of type Dom(F) exists only when F is a subtype of an arrow type. A function type variable then needs no informative bound, only <: Top, while its applications still type precisely, reaching the middle ground through a boundless quantification. We prove semantic type soundness and weak normalization by logical relations, where path selection delays a projection's interpretation until the underlying arrow type is resolved. The same machinery extends to product projections, which cooperate with domain and range in one system. All are mechanized in Rocq.

cs.PL

Adaptive Proof Refinement with LLM-Guided Strategy Selection

Formal verification via theorem proving enables the expressive specification and rigorous proof of software correctness, but it is difficult to scale due to the significant manual effort and expertise required. While Large Language Models (LLMs) show potential in proof generation, they frequently produce incorrect proofs on the first attempt and require additional strategies for iterative refinement. However, existing approaches employ fixed refinement strategies and cannot dynamically choose an effective strategy based on the particular issues in a generated proof, which limits their performance. To overcome this limitation, we introduce Adapt, a novel proof refinement framework that leverages an LLM-guided decision-maker to dynamically select a suitable refinement strategy according to the state of the proof assistant and available context of an incorrect proof. We evaluate Adapt on two benchmarks against four existing methods and find that it significantly outperforms the best baseline on both by proving 16.63% and 18.58% more theorems, respectively. Furthermore, we demonstrate Adapt's generalizability by evaluating it across five different LLMs. We also conduct ablation studies to measure the contribution of each component and compare the trade-offs of alternative decision-maker designs.

cs.SE

Typestate via Revocable Capabilities

Managing stateful resources safely and expressively is a longstanding challenge in programming languages, especially in the presence of aliasing. For example, scope-based constructs like Java's synchronized blocks offer ease of reasoning, but they restrict expressiveness and parallelism. Conversely, imperative, flow-sensitive approaches enable fine-grained control, but they require sophisticated typestate analyses and often burden programmers with explicit state tracking. In this work, we present a novel approach that unifies the ease of scoped reasoning with the expressiveness of imperative typestate management. Our design extends traditional flow-insensitive capability mechanisms to a flow-sensitive setting. In particular, we decouple capability lifetimes from lexical scopes, allowing functions to receive, revoke, or return capabilities in a flow-sensitive manner, building on existing mechanisms for the safety and ergonomics of scoped capability programming. We implement our approach as an extension to the Scala 3 compiler, leveraging path-dependent types and implicit resolution to enable concise, statically safe, and expressive typestate programming. Our prototype generically supports a wide range of patterns, including file operations, advanced locking protocols, DOM construction, and session types, showing that expressive and safe typestate management can be achieved with minimal extensions to an existing language with capability support.

cs.PL

Free to Move: Reachability Types with Flow-Sensitive Effects for Safe Deallocation and Ownership Transfer

We present a flow-sensitive effect system for reachability types that supports explicit memory management, including Rust-style move semantics, in higher-order impure functional languages. Our system refines the existing reachability qualifier with polymorphic \emph{use} and \emph{kill} effects that record how references are read, written, transferred, and deallocated. The effect discipline tracks operations performed on each resource using qualifiers, enabling the type system to express ownership transfer, contextual freshness, and destructive updates without regions or linearity. We formalize the calculus, its typing and effect rules, and a compositional operational semantics that validates use-after-free safety. All metatheoretic results, including preservation, progress, and effect soundness, are mechanized. The system models idioms such as reference deallocation, move semantics, reference swapping, while exposing precise safety guarantee. Together, these contributions integrate reachability-based reasoning with explicit resource control, advancing the state of the art in safe manual memory management for higher-order functional languages.

cs.PL

When Lifetimes Liberate: A Type System for Arenas with Higher-Order Reachability Tracking

Static resource management in languages remains challenging due to tensions among control, expressiveness, and flexibility. Region-based systems [Grossman et al . 2002; Tofte et al. 2001] offer bulk deallocation via lexically scoped regions, where all allocations follow a stack discipline. However, both regions and their resources are second-class, and neither can escape its scope nor be freely returned. Ownership and linear type systems, exemplified by Rust [Clarke et al. 2013], offer non-lexical lifetimes and robust static guarantees, but rely on invariants that limit higher-order patterns and expressive sharing. In this work, we propose a new type system that unifies these strengths. Our system treats all heap-allocated resources as first-class values, while allowing programmers to control lifetime and granularity through three allocation modes: (1) fresh allocation for individual, non-lexical references; (2) subsequent coallocation grouping resources collectively within shadow arenas; and (3) scoped allocation with lexically bounded lifetimes following stack discipline. Regardless of mode, all resources share a uniform type and have no distinction for generic abstractions, preserving the higher-order parametric nature of the language. Obtaining static safety in higher-order languages with flexible sharing is nontrivial. We address this by extending reachability types [Wei et al. 2024] to collectively track first-class resources, and by adopting flow-insensitive deallocation reasoning for selective stack discipline. These mechanisms yield Aq<: and {A}q<: atop, both formalized and proven type safe and memory safe in Rocq.

cs.PL

Complete the Cycle: Reachability Types with Expressive Cyclic References (Extended Version)

Local reasoning about programs that combine aliasing and mutable state is a longstanding challenge. Existing approaches -- ownership systems, linear and affine types, uniqueness types, and lexical effect tracking -- impose global restrictions such as uniqueness or linearity, or rely on shallow syntactic analyses. These designs fall short with higher-order functions and shared mutable state. Reachability Types (RT) track aliasing and separation in higher-order programs, ensuring runtime safety and non-interference. However, RT systems face three key limitations: (1) they prohibit cyclic references, ruling out non-terminating computations and fixed-point combinators; (2) they require deep tracking, where a qualifier must include all transitively reachable locations, reducing precision and hindering optimizations like fine-grained parallelism; and (3) referent qualifier invariance prevents referents from escaping their allocation contexts, making reference factories inexpressible. In this work, we address these limitations by extending RT with three mechanisms that enhance expressiveness. First, we introduce cyclic references, enabling recursive patterns to be encoded directly through the store. Second, we adopt shallow qualifier tracking, decoupling references from their transitively reachable values. Finally, we introduce an escaping rule with reference subtyping, allowing referent qualifiers to outlive their allocation context. These extensions are formalized in the $\mathsf{F}_{<:}^{\circ}$-calculus with a mechanized proof of type soundness, and case studies illustrate expressiveness through fixpoint combinators, non-interfering parallelism, and escaping read-only references.

cs.PL

Escape with Your Self: Sound and Expressive Bidirectional Typing with Avoidance for Reachability Types

Reasoning about programs in the presence of mutation and aliasing is notoriously difficult. Rust has popularized lifetime-based ownership tracking in systems programming, but its "shared XOR mutable" model is fundamentally at odds with higher-level functional programming. Reachability types offer an alternative: they enable safe sharing and escape of mutable data by tracking which resources each expression's result can reach. To track internal reachability within complex object graphs, reachability types adopt self-references that let components refer to enclosing resources from inside, just like `this` pointers in OO languages. While natural for declaratively typing escaping data, self-references complicate subtyping and furthermore type inference: variance restricts where self-references may appear, yet useful type conversions must allow them to vary in controlled ways, which in turn imposes constraints on inference. As an undesirable result, prior works require programmers to insert term-level coercions for even just avoidance -- avoiding ill-scoped names in types. With all prior works being declarative, we investigate algorithmic reachability types in this work. We introduce a refined subtyping relation that permits more flexible usages of self-references. We further develop a sound and decidable bidirectional typing algorithm, implemented and verified in Lean. The algorithm automatically avoids ill-scoped names in types, and infers qualifiers via a lightweight unification mechanism. As a step towards practical reachability programming, we show that the system is capable of tracking diverse reachability patterns without explicit coercions in complex Church-encoded datatypes.

cs.PL

Graph IRs for Impure Higher-Order Languages (Technical Report)

This is a companion report for the OOPSLA 2023 paper of the same title, presenting a detailed end-to-end account of the $λ^*_{\mathsf{G}}$ graph IR, at a level of detail beyond a regular conference paper. Our first concern is adequacy and soundness of $λ^*_{\mathsf{G}}$, which we derive from a direct-style imperative functional language (a variant of Bao et al.'s $λ^*$-calculus with reachability types and a simple effect system) by a series of type-preserving translations into a calculus in monadic normalform (MNF). Static reachability types and effects entirely inform $λ^*_{\mathsf{G}}$'s dependency synthesis. We argue for its adequacy by proving its functional properties along with dependency safety via progress and preservation lemmas with respect to a notion of call-by-value (CBV) reduction that checks the observed order of effects. Our second concern is establishing the correctness of $λ^*_{\mathsf{G}}$'s equational rules that drive compiler optimizations (e.g., DCE, $λ$-hoisting, etc.), by proving contextual equivalence using logical relations. A key insight is that the functional properties of dependency synthesis permit a logical relation on $λ^*_{\mathsf{G}}$ in MNF in terms of previously developed logical relations for the direct-style $λ^*$-calculus. Finally, we also include a longer version of the conference paper's section on code generation and code motion for $λ^*_{\mathsf{G}}$ as implemented in Scala~LMS.

cs.PL

Modeling Reachability Types with Logical Relations

Reachability types are a recent proposal to bring Rust-style reasoning about memory properties to higher-level languages, with a focus on higher-order functions, parametric types, and shared mutable state -- features that are only partially supported by current techniques as employed in Rust. While prior work has established key type soundness results for reachability types using the usual syntactic techniques of progress and preservation, stronger metatheoretic properties have so far been unexplored. This paper presents an alternative semantic model of reachability types using logical relations, providing a framework in which we study key properties of interest: (1) semantic type soundness, including of not syntactically well-typed code fragments, (2) termination, especially in the presence of higher-order state, (3) effect safety, especially the absence of observable mutation, and, finally, (4) program equivalence, especially reordering of non-interfering expressions for parallelization or compiler optimization.

cs.PL

Polymorphic Reachability Types: Tracking Freshness, Aliasing, and Separation in Higher-Order Generic Programs

Reachability types are a recent proposal that has shown promise in scaling to higher-order but monomorphic settings, tracking aliasing and separation on top of a substrate inspired by separation logic. The prior $λ^*$ reachability type system qualifies types with sets of reachable variables and guarantees separation if two terms have disjoint qualifiers. However, naive extensions with type polymorphism and/or precise reachability polymorphism are unsound, making $λ^*$ unsuitable for adoption in real languages. Combining reachability and type polymorphism that is precise, sound, and parametric remains an open challenge. This paper presents a rethinking of the design of reachability tracking and proposes a solution to the key challenge of reachability polymorphism. Instead of always tracking the transitive closure of reachable variables as in the original design, we only track variables reachable in a single step and compute transitive closures only when necessary, thus preserving chains of reachability over known variables that can be refined using substitution. To enable this property, we introduce a new freshness qualifier, which indicates variables whose reachability sets may grow during evaluation steps. These ideas yield the simply-typed $λ^\diamond$-calculus with precise lightweight, i.e., quantifier-free, reachability polymorphism, and the $\mathsf{F}_{<:}^\diamond$-calculus with bounded parametric polymorphism over types and reachability qualifiers. We prove type soundness and a preservation of separation property in Coq.

cs.PL