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.

168,657 papers · 148 categories

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2 results for “Dual-Teacher”

Toward Fair Graph Neural Networks Via Dual-Teacher Knowledge Distillationcs.LG

FairDTD improves fairness in GNNs by distilling dual teacher knowledge, balancing utility and bias.

problem Bias in GNN predictions due to sensitive attributes.

method Dual-Teacher Distillation with a causal graph model, feature and structure teachers, and graph-level distillation.

result Achieves optimal fairness while preserving high model utility.

Graph Neural Networks Bias Reduction Knowledge Distillation Dual-Teacher Causal Graph

2024-11-30abs ↗pdf ↗

Score and Distribution Matching Policy: Advanced Accelerated Visuomotor Policies via Matched Distillationcs.RO

SDM Policy accelerates inference for robotic tasks while maintaining high action quality.

problem Prolonged inference times in diffusion-based policies for high-frequency control tasks.

method Two-stage optimization: score matching and distribution matching; dual-teacher mechanism.

result 6x inference speedup with state-of-the-art action quality.

robotics policy learning inference speedup diffusion models visuomotor control

2024-12-12abs ↗pdf ↗