20 citations · 25 across the 14 of their papers we have counts for
5 papers · 1 filter
When Less Latent Leads to Better Relay: Information-Preserving Compression for Latent Multi-Agent LLM Collaboration
Yiping Li, Zhiyu An, Wan Du
Multi-agent LLM systems are moving beyond discrete-token messages toward richer relays that preserve internal state. Recent work such as LatentMAS transmits full key-value (KV) cac…
Representational Homomorphism Predicts and Improves Compositional Generalization In Transformer Language Model
Zhiyu An, Wan Du
Compositional generalization-the ability to interpret novel combinations of familiar components-remains a persistent challenge for neural networks. Behavioral evaluations reveal \e…
Beyond Noisy-TVs: Noise-Robust Exploration Via Learning Progress Monitoring
Zhibo Hou, Zhiyu An, Wan Du
When there exists an unlearnable source of randomness (noisy-TV) in the environment, a naively intrinsic reward driven exploring agent gets stuck at that source of randomness and f…
Disentangling Uncertainties by Learning Compressed Data Representation
Zhiyu An, Zhibo Hou, Wan Du
We study aleatoric and epistemic uncertainty estimation in a learned regressive system dynamics model. Disentangling aleatoric uncertainty (the inherent randomness of the system) f…
MARLP: Time-series Forecasting Control for Agricultural Managed Aquifer Recharge
Yuning Chen, Kang Yang, Zhiyu An +4
The rapid decline in groundwater around the world poses a significant challenge to sustainable agriculture. To address this issue, agricultural managed aquifer recharge (Ag-MAR) is…