incompleteness divergence 1missing data robustness 1multi-view learning 1train-once learning 1transformer architecture 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Rethinking Incompleteness: Formalizing Protocol Divergence and Train-Once Learning for Robust IMVC
Haolu Liu, Xiyue Wang, Xuanting Xie +2
The paper identifies that identical missing-data rates can hide large differences in the amount of fully observed samples, causing a vulnerability they call incompleteness divergen…
cs.CE2026
The Alpha Illusion: Reported Alpha from LLM Trading Agents Should Not Be Treated as Deployment Evidence
Yuxuan Ye, Jun Han, Ao Hu +7
End-to-end LLM trading agents have moved quickly from research curiosity to a small ecosystem of named systems, including FinCon, FinMem, TradingAgents, FinAgent, QuantAgent, and F…
cs.LG2026
InfMasking: Unleashing Synergistic Information by Contrastive Multimodal Interactions
Liangjian Wen, Qun Dai, Jianzhuang Liu +7
In multimodal representation learning, synergistic interactions between modalities not only provide complementary information but also create unique outcomes through specific inter…