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cs.LG2026
LAWFUL: Law-Aligned Witness for Faithful Use of Latents
Kevin Chen, Kenneth W. Parker, Anish Arora
When a neural network predicts a physical system accurately, has it learned the governing law as formal, structured knowledge, and if so, does the network's internal computation ac…
cs.LG2025
MoCap2Radar: A Spatiotemporal Transformer for Synthesizing Micro-Doppler Radar Signatures from Motion Capture
Kevin Chen, Kenneth W. Parker, Anish Arora
We present a pure machine learning process for synthesizing radar spectrograms from Motion-Capture (MoCap) data. We formulate MoCap-to-spectrogram translation as a windowed sequenc…
cs.LG2023
Learning from A Single Graph is All You Need for Near-Shortest Path Routing in Wireless Networks
Yung-Fu Chen, Sen Lin, Anish Arora
We propose a learning algorithm for local routing policies that needs only a few data samples obtained from a single graph while generalizing to all random graphs in a standard mod…