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Showing papers from Carleton University Show all papers

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Self-Distillation of Hidden Layers for Masked Self-Supervised Representation Learning

Scott C. Lowe, Anthony Fuller, Sageev Oore, Evan Shelhamer and 1 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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LookWhen? Fast Video Recognition by Learning When, Where, and What to Compute

Ali Salamatian, Anthony Fuller, Pritam Sarkar, James Green and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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No One Knows the State-of-the-Art in Geospatial Foundation Models

Geospatial foundation model literature lacks standardized evaluation protocols, causing widespread cross-paper scoring discrepancies and unreleased weights, so six concrete community standards are proposed.

Isaac Corley, Caleb Robinson, Nils Lehmann, Gabriel Tseng and 5 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 5 on Hugging Face · Code ★ 27

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15/20 AI panelreviewers recommend it

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On the Burden of Achieving Fairness in Conformal Prediction

Pooled conformal calibration causes irreducible cross-group coverage distortion and a fundamental tension between equalized coverage and set size. Calibration shifts heterogeneity between coverage and size rather than removing it.

Ziang Gao, Pengqi Liu, Archer Yang, Mouloud Belbahri and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face

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12/20 AI panelreviewers recommend it

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AI panel: 12 of 20 reviewers recommend it
lenient 3/5
medium 6/10
strict 3/5