User explored a test-time scaling paper (arXiv 2603.01509) on Retrieval-Refinement-Ranking for T2V generation, obtained reading guidance and core framework understanding, and planned Feishu note organization.
T2V test-time scaling
Prompt Retrieval-Refinement-Ranking
Feishu knowledge base
cache self-evolution connection
Literature management
★Outcomes
- Grasped 3-stage T2V pipeline：retrieves similar high-quality prompts, refines them for target context, then ranks generated results to pick the best video
- Filed paper under Test-Time Scaling：placed in Feishu "T2V Test-Time Scaling" category; flagged partial relevance to cache-revolution though direct references are limited
- Clarified cache-revolution overlap：test-time scaling shares compute-at-inference philosophy with cache enrichment, but paper's direct cache-self-evolution references are sparse
◷Time Breakdown
Paper reading 50%
Feishu notes 30%
Project link
Paper reading & discussion 50%
Feishu note organization 30%
Cache-revolution connection 15%
Environment setup 5%
⚙Suggestions
- Follow up on the authors' subsequent work to see if the ranking framework has been applied to cache-related scenarios
- Create a "candidate approaches" index in Feishu to collect related but not directly applicable ideas from reading sessions
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