tracked author

Tian Liang

Equal-contribution author of FlashMemory-DeepSeek-V4 with paper-time affiliation Tencent. Author of HiLS-Attention with paper-time affiliation Tencent HY Team. Personal homepage identifies Tian Liang as a researcher at Tencent AI Lab and records prior education at Wuhan University and Tsinghua SIGS; high-confidence X was previously verified through homepage/profile consistency.

2 archived notes X: high Homepage GitHub X

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归档 Jul 09, 2026

Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling

HiLS Attention 用 landmark 压缩键、熵偏置与分层 softmax 训练 chunk 选择器，使 8K 训练的 345M 模型在 4M RULER 单针检索仍得 96 分，并在 512K 单 H800、batch size 1 的同 Triton 基线上将 prefill 与 decode 分别加速 13.5 倍和 15.7 倍。

待审阅 2607.02980-hils-attention-infinite-context Sparse Attention Long Context

归档 Jul 05, 2026

FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention

预测未来 token 的 KV chunk 需求，将冷 KV 移到 CPU 并按需预取，压缩物理 KV footprint。

待审阅 2606.09079-flashmemory-deepseek-v4-lookahead-sparse-attention KV Cache Sparse Attention Long Context