Counting the Bandages: On measuring the time that AI saves
arXiv:2610.35942v1 Announce Type: new Abstract: I consider what it means for AI assistance to save time. I contrast a stopwatch…
I-HITL: Inalienable Human-in-the-Loop
arXiv:2610.35835v2 Announce Type: replace-cross Abstract: Human oversight is a pillar of AI safety. It is often exercised by a human…
Learning to Look Beyond Screens: Transferable Visual Observation from GUI Grounding
arXiv:2610.37093v1 Announce Type: cross Abstract: Visual perception is evolving from passive recognition toward active, task-oriented observation. We investigate GUI grounding…
EnergyCal: Taming Loss Spikes in Muon-Family Optimizers for Sparse MoE Training
arXiv:2610.37062v1 Announce Type: cross Abstract: Sparse mixture-of-experts (MoE) language-model training can exhibit large loss spikes with Muon-family optimizers. We introduce…
Quantitative Generalization Bounds for Multi-Layer Transformers: A Few Long Strings can Beat Many Short Ones
arXiv:2610.35715v2 Announce Type: replace-cross Abstract: Transformer-based language models exhibit an astonishing capacity to generalize to longer and more difficult problem…
My Preschool Students Taught Me What Educators Lose in English-Only Programs
It’s one of those words you feel when you say it. It starts deep in your belly and expands upward.…
Does an AI Pause Protect Students, or Leave Some Behind?
New York City Public Schools and the Los Angeles Unified School District have both hit pause on AI in their…