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Operating LLMs as coordinated multi-agent research systems over multi-hour runs surfaces failure modes that single-shot evaluation cannot: upstream providers throttle without warning, sub-agents drift the task to fit accessible tools,…

人工智能 · 计算机科学 2026-05-26 Sasank Annapureddy

The companion paper introduced a four-level verification lattice on agent-skill manifests (unverified, declared, tested, formal) and left the top level aspirational. This paper closes that gap. We give a precise semantics for skill…

人工智能 · 计算机科学 2026-05-26 Alfredo Metere

We introduce a numerical framework to verify the finite step convergence of first-order methods for parametric convex quadratic optimization. We formulate the verification problem as a mathematical optimization problem where we maximize a…

最优化与控制 · 数学 2025-04-18 Vinit Ranjan , Bartolomeo Stellato

We present Lean Refactor, a plug-and-play retrieval-augmented agentic framework for multi-objective, controllable, and version-robust refactoring of Lean proofs. LLM-generated proofs are notoriously correct-but-verbose and brittle across…

计算机科学中的逻辑 · 计算机科学 2026-05-21 Jialin Lu , Soonho Kong , Rodrigo Stehling , Kaiyu Yang , Zhangyang Wang , Weiran Sun , Wuyang Chen

We introduce ProofGrid, a benchmark suite for evaluating LLM reasoning through machine-checkable proofs rather than final answers alone. ProofGrid contains 15 tasks spanning proof writing, proof checking, proof masking, and proof…

计算机科学中的逻辑 · 计算机科学 2026-05-14 Konstantine Arkoudas , Serafim Batzoglou

Many real world problems naturally appear as constraints satisfaction problems (CSP), for which very efficient algorithms are known. Most of these involve the combination of two techniques: some direct propagation of constraints between…

人工智能 · 计算机科学 2013-04-12 Denis Berthier

In this paper we report the experience of using AutoProof to statically verify a small object oriented program. We identified the problems that emerged by this activity and we classified them according to their nature. In particular, we…

软件工程 · 计算机科学 2017-06-20 Mansur Khazeev , Victor Rivera , Manuel Mazzara , Leonard Johard

Agentic theorem provers combine a reasoning model, retrieval, search, and a proof assistant verifier, yet it remains unclear which components actually improve finite-budget proof success and why they help on real mathematical workloads. We…

机器学习 · 统计学 2026-05-26 Sho Sonoda , Shunta Akiyama , Yuya Uezato

The fixed-template constraint satisfaction problem (CSP) can be seen as the problem of deciding whether a given primitive positive first-order sentence is true in a fixed structure (also called model). We study a class of problems that…

计算复杂性 · 计算机科学 2022-05-11 Kristina Asimi , Libor Barto , Silvia Butti

We describe simple algebraic and combinatorial characterisations of finite relational core structures admitting finitely many obstructions. As a consequence, we show that it is decidable to determine whether a constraint satisfaction…

计算机科学中的逻辑 · 计算机科学 2015-07-01 Benoit Larose , Cynthia Loten , Claude Tardif

Scenario-based optimization problems can be solved via Benders decomposition, which separates first-stage (master problem) decisions from second-stage (subproblem) recourse actions and iteratively refines the master problem with Benders…

最优化与控制 · 数学 2026-04-13 Tim Donkiewicz

We address the problem of analyzing asynchronous event-driven programs, in which concurrent agents communicate via unbounded message queues. The safety verification problem for such programs is undecidable. We present in this paper a…

编程语言 · 计算机科学 2019-05-27 Peizun Liu , Thomas Wahl , Akash LaL

Reasoning over heterogeneous artifacts (PDFs, spreadsheets, slide decks, etc.) increasingly occurs within structured agent workflows that iteratively extract, transform, and reference external information. In these workflows, uncertainty is…

人工智能 · 计算机科学 2026-05-01 Anna Mazhar , Huzaifa Suri , Sainyam Galhotra

This Ph.D. dissertation contains results in two different but related fields: the implementation of model predictive control (MPC) in embedded systems using first order methods, and restart schemes for accelerated first order methods…

最优化与控制 · 数学 2021-09-07 Pablo Krupa

This report describes the state of the art in verifiable computation. The problem being solved is the following: The Verifiable Computation Problem (Verifiable Computing Problem) Suppose we have two computing agents. The first agent is the…

The workflow satisfiability problem (WSP) asks whether there exists an assignment of authorised users to the steps in a workflow specification, subject to certain constraints on the assignment. (Such an assignment is called valid.) The…

数据结构与算法 · 计算机科学 2015-04-01 Daniel Karapetyan , Andrei Gagarin , Gregory Gutin

We consider the quantified constraint satisfaction problem (QCSP) which is to decide, given a structure and a first-order sentence (not assumed here to be in prenex form) built from conjunction and quantification, whether or not the…

计算机科学中的逻辑 · 计算机科学 2015-07-01 Hubie Chen

Low-rank matrix recovery problems arise naturally as mathematical formulations of various inverse problems, such as matrix completion, blind deconvolution, and phase retrieval. Over the last two decades, a number of works have rigorously…

信息论 · 计算机科学 2021-06-09 Tim Fuchs , David Gross , Peter Jung , Felix Krahmer , Richard Kueng , Dominik Stöger

In many power system optimization problems, we observe that only a small fraction of the line flow constraints ever become active at the optimal solution, despite variations in the load profile and generation costs. This observation has…

最优化与控制 · 数学 2019-04-04 Line Roald , Daniel K. Molzahn

This paper presents and analyzes the first matrix optimization model which allows general coordinate and spectral constraints. The breadth of problems our model covers is exemplified by a lengthy list of examples from the literature,…

最优化与控制 · 数学 2024-10-15 Casey Garner , Gilad Lerman , Shuzhong Zhang
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