Author

Sareh Rowlands

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Preprint Sep 2026

Reliable Egocentric Action Anticipation via Temporal Reliability Suppression and Compositional Graph Decoding

Wearable action anticipation systems must remain reliable despite missing frames, masking, and sensor noise, yet existing egocentric anticipation methods largely assume clean observations. We identify two complementary failure modes under temporal corruption: unreliable temporal evidence during encoding and implausible...

Mahsa Mohammadi, Sareh Rowlands · 0 citations

Preprint Oct 2026

Are We Measuring Anticipation? Auditing Privileged Information in Procedural Video Evaluation

Benchmark scores license claims about the capabilities being evaluated. We audit the inference licensed by an evaluation protocol, rather than the predictive model alone. Using procedural action anticipation as a controlled case study, we study a broader evaluation-validity failure mode: a protocol can remain temporall...

Mahsa Mohammadi, Sareh Rowlands · 0 citations

Review Sep 2026

Language-Augmented Video Action Anticipation: Design Fundamentals, Benchmarks, and Open Challenges

Action anticipation predicts future human actions from partial video under incomplete context and temporal uncertainty. Recent systems introduce large language models (LLMs), vision-language models (VLMs), or language-derived semantics at different stages, but reported gains are difficult to interpret when task formula...

Mahsa Mohammadi, Ze-Yu Fu, Sareh Rowlands · 0 citations