19 AUG 2026

Categorising invoices into the correct General Ledger (GL) code underpins financial reporting and tax compliance. This is a skilled accounting judgement rather than a routine task: the correct category depends subtly on the nature of the purchasing business, the vendor and the invoice text. Whilst AI is increasingly being adopted across industries to automate tasks, including invoice categorisation, implementations built on in-house small language models (SLMs) can simultaneously reduce cost and improve data security, confidentiality, and interpretability. We investigate this approach by first…

While Multimodal Large Language Models (MLLMs) have made significant strides in visual comprehension, their ability to reason about text-dense, professional documents remains incompletely evaluated. Existing benchmarks emphasize information extraction, require external domain knowledge, or cover professional documents only as one of many settings. They are also largely English- or Chinese-centric, leaving other languages and Russian, in particular, substantially underrepresented. To address these limitations, we introduce BEAR-Bench (Bilingual Enterprise and Academic Reasoning), a self-contain…

Improving flight safety with flight data requires not only accurate detection of risk events, but more importantly, clear interpretation of their underlying causes at the level of pilot control behavior. Existing explainable AI techniques, such as feature importance maps, often require considerable domain knowledge to translate them into operationally meaningful explanations. Large Language Models (LLMs), which excel at language reasoning, bring a promising solution to this issue. However, applying LLMs in this domain presents key challenges such as modal inconsistency, limited classification …

Security updates have been issued by AlmaLinux (.NET 8.0, 389-ds:1.4, bind, haproxy, kernel, kernel-rt, libXfont2, nghttp2, and unbound), Debian (calibre, expat, ironic, and linux-6.12), Fedora (coturn, linux-firmware, php-phpseclib, and sqlite), Red Hat (fence-agents, osbuild-composer, pam, resource-agents, and sg3_utils), SUSE (ffmpeg, jetty-minimal, open-iscsi, python, python313-h2, python313-pysaml2, redis, redis7, rsync, sccache, texlive, and wasm-bindgen), and Ubuntu (engrampa, linux-aws-7.0, and linux-azure-fde-5.15).

The Linux kernel's user-space interface ( AF_ALG ) to the Crypto API has been linked to a number of recent high-profile security problems, including Copy Fail and successor vulnerabilities. It was deprecated earlier this year. Eric Biggers, and other kernel developers, have been working to remove it from the kernel . With that in mind, the Fedora Project is planning to restrict use of AF_ALG in the next Fedora release in the hopes of nudging remaining users of the API to prepare for its eventual removal.

Version 154.0 of the Firefox browser has been released. Changes include extending local network access protections to WebSocket connections, more flexible, per-site configuration of cookie and data clearing, and more.

We study $n$-party fault-tolerant consensus against general (non-threshold) adversaries. We describe an infinite family $Z_\mathsf{proj}^{n,d}$ of $Q^d$-satisfying $n$-party adversary structures based on finite projective geometry which cause error-free $R$-round protocols for interactive consistency on $L$-bit inputs to require $Ω(Ln^{2+1/d})$ bits of expected communication. Likewise, $Z_\mathsf{proj}^{n,d}$ causes error-free byzantine agreement and broadcast to cost $Ω(Ln^{1+1/d})$ bits. In every case, the lower bound is $Ω(L_{\mathsf{out}} \cdot n^{1+1/d})$ bits, where $L_{\mathsf{out}}$ is…

Ethereum's consensus safety relies on independent consensus client implementations agreeing on every state transition. When they diverge due to implementation errors, the network can fork, finality can stall, and severe attacks are possible. To prevent such consensus divergences, Ethereum provides a Python reference implementation (consensus-spec), which acts as a specification, and a hand-crafted official test suite (spectests). However, as an executable implementation, Ethereum's specification defines validity implicitly through runtime behavior. As a result, it lacks a systematic way to ens…

We consider the problem of counting the number of agents in a population protocol where the agents are connected by an underlying graph $G=(V,E)$ with $|V|=n$ nodes. In each step, a random scheduler selects an edge uniformly at random, and the incident nodes make a state transition. As per standard assumptions, agents are identical and anonymous, that is, have no identifiers. To break symmetry, in each interaction one of the agents is declared as the initiator uniformly at random. Our size counting protocol uses $\tilde O(n)$ states and stabilizes in $O( B(G) \cdot \log^2(n) + L(G) \cdot \log(…

Linearizability checkers check if an operation history, observed by concurrent clients, is linearizable. They are used in testing distributed storage systems, and use the classic Wing-Gong (WG) linearizability checking algorithm. In this paper, we generalize the WG algorithm to make linearizability checkers more versatile: we can check other non-transactional consistency guarantees, like ordered sequential consistency provided by Zookeeper. Equipped with this generalization, we can also check for system-specific consistency guarantees that introduce additional ordering constraints over operati…

Grounded arithmetic is a family of formal systems for reasoning about computation in which a statement may be asserted only when a terminating computation backs it; the logics are paracomplete - for a sentence whose backing computation never settles, neither the sentence nor its negation is derivable, so paradoxes like the Liar are harmless rather than explosive. The reflective member of the family, RGA, can quantify over its own computations, but cannot certify that its own unbounded searches have definite yes-or-no answers. This paper studies what happens when that openness is closed by exac…

A popular class of Byzantine fault-tolerant atomic broadcast protocols rely on directed acyclic graphs (DAGs) that represent causal relations between broadcast messages. Each process applies a protocol-specific \emph{commit rule} on its local DAG to determine which vertices can be delivered in a total order. Intuitively, commit rules that impose fewer conditions on the DAG to order its vertices imply more efficient protocols, as the broadcast messages are delivered with lower latency. In this paper, we define commit rules on an uncertified round-based DAG construction, and introduce a sub-rule…