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    RESEARCH

    Papers · Areas · Ideas

    The Dynamics of Memory Replay, Diffusion and Attractor Formation

    IEEE ICACI 2025 — China · 2025

    A study of how memory replay, semantic diffusion, and attractor formation interact to stabilize long-term representations in biological and artificial memory systems.

    Memory SystemsAttractor NetworksDiffusionNeuroscience

    Differential Memory Decay: A Continuous-Time Model of Forgetting and Semantic Drift

    ResearchGate (Preprint) · 2026w/ Priyam Ghosh, Krish Jaiswal, Sauhard Gupta

    A continuous-time mathematical framework for differential memory decay — formalizing forgetting as a computational primitive through decay operators, graph-Laplacian diffusion, and replay-based stabilization.

    Memory SystemsForgettingNeuroscienceLLMs

    Plebz AI Runtime: Toward Sub-300ms Memory-Rich On-Device AI Companions

    Academia.edu · 2025w/ Sauhard Gupta

    Exploring architectures for sub-300ms inference in memory-rich AI runtimes optimized for on-device conversational assistants.

    On-Device AILow LatencyVoice CloningRuntime

    Research Interests

    Conversational AI & Voice CloningMemory Infrastructure for LLMsOn-Device AI OptimizationHuman-Computer InteractionComputational Neuroscience