2 papers
cs.CV2026
Bridging Creative Intent and Visual Quality: Creator-Driven Recurrent Video Generation with Agentic Feedback Loops
Denis Savytski, Aiden Lei, Heding Liu +4
Generative AI has made content creation increasingly accessible, but many AI-generated videos lack narrative coherence and creative direction, issues that become more substantial a…
cs.MA2026
Tree-based Credit Assignment for Multi-Agent Memory System
Marina Mao, Alexandr Liu, Pengbo Li +3
Memory systems are widely adopted to enhance LLMs for long-horizon tasks, and are commonly organized as multi-agent pipelines with memory building, summarizing, and retrieval agent…