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About this paper
Arvasu Kulkarni, Aditya Ray Mishra, Jeet Bandhu Lahiri, Mahir Jain, Parshva Runwal, Lakshya Saini, Siddharth Panwar, Sandeep Singh
MANAS-2 adds ConRec, a penalty comparing reconstructed waveform energy across regular boundaries, to the Raw-Band Hybrid architecture. Across seven held-out datasets, frozen ridge probes show mean test R² rising from 0.860 to 0.906 for six-band power and 0.283 to 0.354 for bandflow, while waveform recovery remains 0.917. These are probe-recovery results, not evidence of universal task gains.
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