Heterogeneity-Aware Client Sampling for Optimal and Efficient Federated Learning
[Submitted on 16 May 2025 (v1), last revised 9 Oct 2026 (this version, v4)] View PDF HTML (experimental) Abstract:Federated learning…
Tag: cs.AI
Self-Preservation in Language Models
[Submitted on 8 Oct 2026] View PDF HTML (experimental) Abstract:Continual learning (CL) seeks to adapt pretrained models while preserving prior…
GeoFitBench-LLM: A Benchmark for Assessing Large Language Models’ Capabilities in Geospatial Data Requirements Elicitation for Geo-Analytic Tasks
[Submitted on 8 Oct 2026] View PDF Abstract:Large language models are becoming central to GeoAI systems, yet their evaluation rarely…
The One-Word Census: Answer-Choice Conformity Across 105 Language Models
[Submitted on 14 Jul 2026 (v1), last revised 9 Oct 2026 (this version, v4)] View PDF HTML (experimental) Abstract:When a…
Unsupervised Multimodal Reward Modeling
[Submitted on 8 Oct 2026] View PDF HTML (experimental) Abstract:Vision-language reward models are trained on annotated preference pairs, which are…
UxSID: Semantic-Aware User Interests Modeling for Ultra-Long Sequence
[Submitted on 9 May 2026 (v1), last revised 9 Oct 2026 (this version, v4)] Authors:Hongwei Zhang, Qiqiang Zhong, Junfeng Shu,…
Bolzano: From Expert-Guided Proof Search to Automated Open-Problem Solving
[Submitted on 7 Oct 2026 (v1), last revised 9 Oct 2026 (this version, v2)] View PDF HTML (experimental) Abstract:Large language…
Adaptive DHiSparse: Speculative Decoding over a Load-Adaptive KV Hierarchy
[Submitted on 9 Oct 2026] View PDF HTML (experimental) Abstract:Long-context serving runs out of KV memory before the hardware reaches…
Machine Learning and Time-Series Foundation Models for Day-Ahead Electricity Forecasting in a University Building
[Submitted on 8 Oct 2026] View PDF HTML (experimental) Abstract:Day-ahead electricity forecasts can help building operators schedule heating, ventilation, and…