On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

Trend · papers per month

count % of corpus

3 results for “state-aware”

Semantic TrueLearn: Using Semantic Knowledge Graphs in Recommendation Systemscs.IR

Semantic TrueLearn uses semantic graphs to improve educational recommendation systems.

problem Challenges in handling semantic and hierarchical structure in knowledge areas.

method Introduces a novel learner model that exploits semantic relatedness between knowledge components using a Wikipedia link graph.

result Achieves statistically significant improvements in predictive performance for educational engagement.

Semantic Knowledge Graphs Recommendation Systems Educational Engagement Bayesian Machine Learning Wikipedia Link Graph

2021-12-08abs ↗pdf ↗

DAGR: State-Conditioned Goal Representations via Difference-Aware Goal Cross-Attentioncs.LG

DAGR improves navigation by refining goal representations conditioned on the current state.

problem Goal-conditioned reinforcement learning lacks state awareness, leading to inefficient policy recovery.

method DAGR refines static goal embeddings into state-conditioned ones using gated cross-attention with a state-goal discrepancy map.

result DAGR improves navigation tasks on OGBench, matching or outperforming base methods.

reinforcement learning goal-conditioned state-aware cross-attention navigation

2026-07-15abs ↗pdf ↗

Proxy-Reliance Control in Conformal Recalibration of One-Sided Value-at-Riskq-fin.RM

A new framework improves VaR recalibration by balancing reliance on imperfect volatility proxies.

problem How to balance reliance on imperfect volatility proxies in one-sided VaR recalibration.

method Proxy-reliance control framework that interpolates between constant-shift and proxy-scaled corrections.

result Lower or intermediate proxy reliance can outperform fully proxy-scaled recalibration in stressed left-tail VaR control.

Value-at-Risk conformal recalibration proxy-reliance one-sided VaR stressed-state robustness

2026-03-23abs ↗pdf ↗