Tech Times

Baidu OCR Breaks Long-Document Memory Wall: New Architecture Beats DeepSeek

Open-source OCR from Baidu eliminates the GPU memory wall that limits long-document parsing. Unlimited OCR uses a constant KV ...
GitHub

chapter-14-prefill-decode-kvcache.html

Step 2: 输入 [t1..t10, t11] → Transformer → 输出第二个 Token 对于 LLaMA 7B（32 层，32 个 Head，d_head=128）： 每层缓存的形状：2 × [num_heads, seq_len, d_head] - Key Cache: [32, seq_len, 128] ← 所有 Token 的 K 向量 ...
IEEE

Multi-Appliance Adaptive Non-Intrusive Load Monitoring System with Encoder-Decoder Architecture and Self-Adaptive Loss Weighting

Abstract: Non-Intrusive Load Monitoring (NILM) refers to as the technology of identifying the operation status and power consumption of individual electrical devices (typically household appliances) ...
digitalengineering247

NVIDIA Debuts Cosmos 3 Foundation Model for Physical AI

NVIDIA has launched NVIDIA Cosmos 3, an open world foundation model for physical AI built on a mixture-of-transformers architecture that combines vision reasoning, world generation, and action ...
GitHub

GitHub - OssiLehtinen/channel-encoder-audit: Empirical audit of input encoders for multi-channel signal transformers — nn.Linear (C, d_model) matches every alternative. · GitHub

Six of the eight are encoder swaps that share the I/O signature $\mathbb {R}^ {B\times T\times C} \to \mathbb {R}^ {B\times T\times d_ {\text {model}}}$ and feed into the same causal transformer ...
Bloomberg L.P.

The Race to Rethink Data Centers for AI’s Power Surge

Artificial intelligence data centers are on the verge of reaching their limits. To meet ballooning demand, chipmakers like Nvidia Corp. are churning out ever more powerful chips, requiring a new ...
IEEE

Efficient Pruning and Acceleration of Encoder-Based LLM Transformers on eFPGAs

Abstract: Transformer encoders such as Bidirectional Encoder Representations from Transformers (BERT) are widely adopted for Natural Language Processing (NLP) tasks, yet their computational and memory ...