Weekly Reads

How reliable are LLMs when it comes to playing dice? — Luca Avena, Gianmarco Bet, Bernardo Busoni
We investigate the probabilistic reasoning capabilities of large language models through a controlled benchmarking study on discrete probability pr...
UniSHARP: Universal Sharp Monocular View Synthesis — Meixi Song, Dizhe Zhang et al.
In this work, we focus on extending SHARP, the popular photorealistic view synthesis method, for universal monocular rendering across a continuum o...
Agentopia: Long-Term Life Simulation and Learning in Agent Societies — Xintao Wang, Sirui Zheng et al.
Humans learn from social life. Simulating this process with LLM-powered agents represents a promising research direction, raising a natural questio...
MemDreamer: Decoupling Perception and Reasoning for Long Video Understanding via Hierarchical Graph Memory and Agentic Retrieval Mechanism — Cong Chen, Guo Gan et al.
Current Vision-Language Models struggle with hours-long videos because processing full-length visual sequences induces prohibitive token explosion ...
Streaming Video Generation with Streaming Force Control — Hanhui Wang, Yiming Xie et al.
We introduce StreamForce, a streaming video generation framework that enables physically grounded control through continuous force inputs. Unlike p...