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Signal Weekly

Signal Weekly — Oct 5–Oct 12, 2026

Oct 5–Oct 12, 2026 · 13 stories

A roundup of what came through the dashboard this week, across 4 categories.

Tech news

AI papers

arXiv · AI papers

Can Language Models Play the Wikipedia Game?

Language models increasingly support or automate information retrieval from document collections too large to index. This task is difficult when it requires specialist linguistic or scientific knowledge. We used the Wikipedia Game to test language models on an analogous information retrieval task. In the game, players must reach a target article using only article links. We compared sentence…

arXiv · AI papers

Hide and Seek: HIDE Concepts to SEEK explanations for black box models

Interpreting machine learning model predictions is a central challenge, particularly for black-box vision models. Concept-based attribution methods interpret models using human-understandable concepts. Existing concept-based methods can only interpret classification and regression models. They require access to model weights or large concept-annotated datasets, and most methods cannot provide…

arXiv · AI papers

Constructive Bounds for the Topological Expressivity of Neural Networks

The expressivity of a neural network Φ describes the class of functions that a network can express. The term topological expressivity refers to a family of measures particularly suited to understand binary classification and is often formulated in terms of the Betti numbers of a decision boundary β(Φ^-1(0)). Despite its popularity, this measure is not as useful for regression and other…

arXiv · AI papers

AI Models Can Provably Hide Arbitrary Capabilities

Capability evaluations aim to surface dangerous model behaviors before deployment, but their reliability depends on the assumption that hidden capabilities can be elicited. We show this assumption does not hold under adversarial conditions by constructing backdoor attacks that embed encrypted neural networks within host model weights, decrypting and executing them only upon receiving a secret…

Reviews

That is the week in Signal. See the full dashboard for everything else that came through.