Paper: Accelerating Streaming Video Large Language Models via Hierarchical Token Compression PDF: CVPR 2026 Open Access Code: lern-to-write/STC Release History STC first appeared as an arXiv preprint on November 30, 2025. The current arXiv version was uploaded on February 11, 2026, and the paper was subsequently accepted by CVPR 2026. It is therefore an older preprint that later received a 2026 conference label, rather than a method first released with the conference proceedings. ...
Paper: Qwen3-VL Technical Report Code: QwenLM/Qwen3-VL Models: Qwen3-VL Collection Background Qwen3-VL is the current multimodal branch of the Qwen3 family. For the long-video papers I have been reading, this model is useful as a new backbone reference. Many earlier methods assume the base Video-LLM is weak at long context, so they design external memory: KV-cache retrieval, as in ReKV / StreamKV; bounded KV memory, as in StreamMem / InfiniPot-V; streaming-oriented KV retrieval, as in LiveVLM; application-level memory, as in StreamChat; video RAG, as in AdaVideoRAG / ViG-RAG. Qwen3-VL changes the baseline. It does not remove the need for memory or retrieval, but it raises the starting point: ...