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Top-k and Top-p, fail, and how can we avoid these failures? (2) why can trainable sparse attention reach higher sparsity than training-free methods? (3) what are the limitations of fine-tuning sparse attention using the diffusion loss, and how can we address them? Based on this analysis, we propose SpargeAttention2, a trainable sparse attention me...
a top-down traffic scenario generation framework that generates high-level traffic scenarios, defined by initial and goal state pairs, by jointly modeling them. The high-level scenario generation makes initial states better interpretable and reduces trajectory generation into as simple as an infilling problem. We demonstrate how the generated high-leve...
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Syed Muhammad RazaOmer TariqJeongbae SonView a PDF of the paper titled Anti-Shortcut Distillation via Temporal Negative Knowledge Transfer, by Syed Muhammad R... that penalizes student projection onto the top eigenvectors of $\E[\Dh\Dh^{\top}]$, the uncentered second-moment matrix of early-to-final feature displacements. Across 13 tea...
View PDFHTML (experimental)Abstract:We present Stockmark-Nemotron-3-Nano-Omni-JapanDocReader, a Japanese document understanding model built from Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16. The central goal of this work is structured document parsing via capability injection and forgetting control: we inject Japanese structu...
Abstract page for arXiv paper 2608.11865: Lapis: Laplacian Spiking Attention via First-Spike Timing and Membrane Leakage Computer Science Neural and Evolutionary C... Lapis reaches 96.56% top-1 accuracy on CIFAR-10, within 0.53 points of dot-product scoring. On ImageNet-1K, it reduces the estimated arithmetic energy of the attention pa...
and improved bounds for positive semidefinite matrices.Technically, our bounds build on recent work on approximating the outlying eigenvalues of symmetric matrices via random sampling in [Bhattacharjee et al. '22] and [Swartworth and Woodruff '25]. We demonstrate for the first time that these approaches extend to the problem of eigenvector est...
Arnaud MayeuxView a PDF of the paper titled Dilatations of categories, via their lean formalization, by Arnaud Mayeux View PDFHTML (experimental)Abstract:Given a categ... proof assistant, on top of the Mathlib library. An appendix collects a systematic dictionary between the mathematical statements and the Lean declarations that formalize them...
Weibin CaiReza ZafaraniView a PDF of the paper titled Less can be More: Relieving RAG Bottlenecks via Evidence Frontloading and Pressure-Adaptive Budgeting, by Wei... reduces p95 latency under ranking-heavy workloads. More importantly, the two components together reveal that \textit{less can be more}: an evidence-dense top-ranked cand...
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