This scoping review follows PRISMA-ScR and synthesizes 20 empirical studies published between 2014 and 2025, identified through searches updated in April 2026, in which functional near-infrared spectroscopy measured task-related cortical hemodynamic responses during GILS use.
Shayla Sharmin, Gael Lucero-palacios, Behdokht Kiafar et al.· 0 citations
A baseline-corrected Human Deference Index is introduced to quantify this human-side sycophancy and argues that trustworthiness is a property of the human-AI pair, that sycophancy evaluations should measure both directions, and that learning interfaces must make reliability legible claim by claim.
This work presents contestable governance: specialist agents produce scored, cited arguments for disputed metadata decisions; a steward can accept, reject, modify, or add arguments before commit; and a governance record retains the evidence, interventions, and outcome.
An in-browser AI-assisted co-writing tool that enables users to contribute their own ideas and offers three editable suggestions generated by a large language model using dynamically retrieved hate speech-counterspeech examples from the Multitarget CONAN dataset is presented.
Tammy Schmidt, Luise Koch· 0 citations
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POINTERBENCH is introduced, a diagnostic suite of 1,500 screenshot-instruction pairs probing three complementary capabilities: thin sub-element identification and geometric grounding in spreadsheets, character-level grounding in long-text documents, and mixed GUI grounding across 100 professional applications (POINTERB...
Valentino Sacco, Saurabh Pandey, Alexander Florian Jercher et al.· 0 citations
This exploratory setting rather than population-wide detection accuracy is described, with three reviewer-package pairs and no genuine-file controls, and the findings describe this exploratory setting rather than population-wide detection accuracy.
Si-Miao Ren, Xing-Yu Shen, Tommy Duong et al.· 0 citations
The proposed PATH-Net, a Preference-Aware Traversability estimation Hierarchical Network that adaptively generates preference-conditioned traversability cost maps and speed profiles for off-road teleoperation, incorporates operator preference via an asymmetric feature aggregation mechanism.
Xiang-Hao Meng, Wen-Shuo Wang, Cheng Shao et al.· 0 citations
avatt, a free-viewing eye-tracking dataset on paintings spanning sixteen art movements and five centuries, is introduced, showing that faces are fixated more than expected and within half a second, that local structure draws the eye, that composition rules fitted from image content predict where people look, and that a...
Data voids are established as a practical inference-time attack surface for manipulating web-searching LLMs through strategically placed web content and highlight the urgent need for defenses against such exploits.
Michele Guerra, Wuyeh Jobe, Sanjana Nambiar et al.· 0 citations
Analysis of Steam reviews to examine whether games with AI disclosure are associated with different review patterns shows that AI-disclosed games are associated with higher levels of AI-related criticism in negative reviews.
Fabian Wiesinger, Johanna Pirker, D. Helic· 0 citations
The analysis proposes a seven-step readiness framework which covers exposure mapping, AI inventories, role and risk classification, governance, contracts, evidence management and continuous monitoring, and argues for proportionate, interoperable approaches that enable non-EU organisations to demonstrate readiness witho...
A mediation analysis showed a significant indirect association linking lower baseline self-efficacy to greater chatbot use and, in turn, lower exam scores, raising concerns that students may use the chatbot to offload their cognitive reasoning.
Eason Chen, Sophia Judicke, Kayla Beigh et al.· 0 citations
AI agents can generate code at a scale that’s hard for humans to review line-by-line. PDD Kit helps ensure the code is doing what the developer intended by creating formal specifications and testing against them. It converts developer intent into a Verus specification, proves AI-generated code meets it for every input, and uses tests where proofs aren't practical. Developers review intent, not every line. The post Formally verifying agent-written full-stack web apps with PDD Kit appeared first o…
Professor Paris Smaragdis develops computers with superhuman hearing for applications like speech recognition, music understanding, and environmental monitoring.
MIT News · Artificial Intelligence· news.mit.eduOct 23, 2026
During the School of Humanities, Arts, and Social Sciences’ 75th Anniversary Symposium, President Sally Kornbluth said “MIT has never needed your particular insight and guidance more than we do now.”
MIT News · Artificial Intelligence· news.mit.eduOct 23, 2026
Assistant Professor Benjamin Lindquist studies how engineers deliberately injected randomness into early AI, giving rise to deep-learning models that sometimes hallucinate.
MIT News · Artificial Intelligence· news.mit.eduOct 22, 2026
“X-Hinges” helps design and 3D print items like lamps and gloves with an interactive twist: automatically embedded sensors that perceive and adaptively respond to human contact.
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