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Author

Brinnae Bent

3 papers indexed here

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Preprint Aug 2026

Why2Speak: Faithful Reasoning for Abstaining Action Policies

Many agentic systems must repeatedly choose between acting and abstaining, making faithful reasoning important for oversight: an explanation is useful only if it reflects the computation that produced the action. We study this problem through intervention timing in multi-party conversation, where an assistant must deci...

Shreya Mendi, Brinnae Bent · 0 citations
Open access Aug 2026

From noise to nature: diffusion models to advance wildlife detection in aerial imagery

Automated wildlife detection in aerial imagery can expand the scale and efficiency of ecological monitoring, but model development is often constrained by limited training data, uneven class representation, and poor coverage of diverse environmental conditions. These constraints are especially acute for rare, elusive...

Henry Sun, Holly R. Houliston, Jia-Yi Zhou et al. · 0 citations
#artificial intelligence Review Sep 2026

Defining AI Agents: A Compendium of Criteria, Metrics, and Benchmarks

The term agent in artificial intelligence lacks a standard definition, complicating the evaluation, comparison, and reproducibility of AI agent research. We address this ambiguity through a survey organized around five dimensions of agenticness: environmental interaction, learning and adaptation, autonomy, goal-directe...

Mia Lassiter, Brinnae Bent · 0 citations

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