…with implicit differentiation, achieving superior language modeling and reasoning performance with reduced computational costs compared to traditional transformers. AI-generated summary Looped Transformers offer a promising alternative to purely feed-forward computation…
…https://mobisoftinfotech.com/resources/blog/ai-development/llm-api-pricing-guide — that post gives a clear breakdown of how usage patterns, token counts, and model choices affect LLM API costs in practical…
…AI-generated summary Mixture-of-Experts (MoE) architectures enhance the efficiency of large language models by activating only a subset of experts per token. However, standard MoE employs a fixed Top-K…
…cost, and small storage overhead. To achieve these properties, we present DECO, a sparse MoE architecture designed to match the performance of dense Transformers under identical total parameter budgets and training tokens…
…costs analysis . Great article. I have been trying to deploy deepseek-ai/DeepSeek-R1-Distill-Qwen-32B on inferentia with a context window higher than 4096 (let's say MAX_TOTAL_TOKENS…
…the gap between token consumption and output quality is exactly the kind of nonlinearity i worry about when optimizing for cost, and i wonder if reweighting the rubric toward long-horizon steps…
…Questions are paired with history trajectories containing up to 500 trajectories and 115M tokens. We use a context gathering formulation: memory systems consume history trajectories and return compact evidence for downstream question…
…We introduce Policy Optimization with Internal State Value Estimation ), which obtains a baseline at negligible cost by using the policy model's internal signals already computed during the policy forward pass. A…
…The following papers were recommended by the Semantic Scholar API One Token Per Frame: Reconsidering Visual Bandwidth in World Models for VLA Policy (2026) VLA-IAP: Training-Free Visual Token Pruning via…
…Training-free alternatives avoid such post-training, but often shift the cost to test-time optimization or extra denoising-time guidance. We propose Warp-as-History, a simple interface that turns camera…