Author

Neeraj Choudhary

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#artificial intelligence Preprint Oct 2026

Beyond Marginal Influence: Interaction-Aware Memory Selection for LLM Agents

LLM-agent memory selection often uses retrieval rankings based on record relevance or individual influence. Such rankings cannot identify sufficient subsets under redundant or jointly necessary evidence. We study per-decision memory sufficiency: selecting a small subset that preserves full-memory behavior. To separate...

B. Subrahmanyam, Neeraj Choudhary · 0 citations

Conference Aug 2026

MAT-GAN: Adversarial Image Steganography with Secret-Conditioned Generation

Image steganography requires models that preserve secret-conditioned structure while producing outputs aligned with the statistics of plausible carrier imagery. We present MAT-GAN, a transformer-guided adversarial framework for secret-conditioned carrier-domain image generation. MAT-GAN combines a convolutional encoder...

Shalini Galingula, A. Rao, B. Subrahmanyam et al. · 2026 International Conferenc... · 0 citations