2 papers
cs.CV2026
Video-HOCA: A Diagnostic Benchmark for Physical Anomaly Reasoning in Video-LLMs
Chang Liu, Yunfan Ye, Qingyang Zhou +5
We introduce Video-HOCA, a diagnostic benchmark for physical anomaly reasoning in videos. Video-HOCA uses an Ontological-Causal taxonomy to distinguish violations of an entity's ow…
cs.LG2025
Learning Hierarchical Procedural Memory for LLM Agents through Bayesian Selection and Contrastive Refinement
Saman Forouzandeh, Wei Peng, Parham Moradi +2
We present MACLA, a framework that decouples reasoning from learning by maintaining a frozen large language model while performing all adaptation in an external hierarchical proced…