Dip Roy

Employment

• Indian Institute of Technology Patna

Education

Education history is unavailable.

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Projects & funding information is unavailable.

Publications (19)

• Mechanistic interpretability of Mamba’s selective gate in financial markets: A leakage-controlled study
  Pattern Recognition 2027 DOI: 10.1016/j.patcog.2026.114809
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• Posterior-calibrated causal circuits in variational autoencoders: why image-domain interpretability fails on tabular data
  Neural Computing and Applications 2026 DOI: 10.1007/s00521-026-12322-6
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• Superposition and Polysemanticity in Mamba’s Selective State Space: A Mechanistic Interpretability Study via Sparse Autoencoders
  2026 DOI: 10.2139/ssrn.6749882
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• Superposition and Polysemanticity in Mamba’s Selective State Space: A Mechanistic Interpretability Study via Sparse Autoencoders
  Ssrn 2026
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• Superposition and Polysemanticity in Mamba's Selective State Space: A Mechanistic Interpretability Study via Sparse Autoencoders
  2026 DOI: 10.2139/ssrn.6465858
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• Posterior-Calibrated Causal Circuits in Variational Autoencoders: Why Image-Domain Interpretability Fails on Tabular Data
  Arxiv 2026 DOI: 10.48550/arXiv.2603.21236
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• Opening the Selective Gate: Mechanistic Interpretability of Mamba’s Latent State Dynamics for Financial Market Regime Discovery
  2026 DOI: 10.2139/ssrn.6676600
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• MemGuard-Alpha: Detecting and Filtering Memorization-Contaminated Signals in LLM-Based Financial Forecasting via Membership Inference and Cross-Model Disagreement
  2026 DOI: 10.2139/ssrn.6881781
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• MemGuard-Alpha: Detecting and Filtering Memorization-Contaminated Signals in LLM-Based Financial Forecasting via Membership Inference and Cross-Model Disagreement
  Arxiv 2026 DOI: 10.48550/arXiv.2603.26797
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• Mechanistic Interpretability of Diffusion Models: Circuit-Level Analysis and Causal Validation
  Arxiv 2026 DOI: 10.48550/arXiv.2506.17237
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