Poetic jailbreaks bypass LLM safety not via specific devices or format confusion, but through accumulated stylistic irregularities altering processing independently of harm detection, requiring style-aware defenses.
HOPSE replaces higher-order message passing with Hasse-graph encodings to scale linearly on combinatorial domains while matching or exceeding state-of-the-art performance.
DashAttention uses adaptive α-entmax to select variable key-value blocks per query, enabling fully differentiable hierarchical sparse attention that matches full-attention accuracy at 75% sparsity with faster inference than FlashAttention-3.