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Shreyas Rajesh

2 accepted papers

2026

Beyond Fact Retrieval: Episodic Memory for RAG with Generative Semantic Workspaces

AAAI 2026technical

Large Language Models (LLMs) face fundamental challenges in long-context reasoning: many documents exceed their finite context windows, while performance on texts that do fit degrades with sequence length, necessitating their augmentation with external memory frameworks. Current solutions, which hav

Cited by 0SourcePDFScholar
2026

Panini: Continual Learning in Token Space via Structured Memory

ICML 2026poster

Language models are increasingly used to reason over content they were not trained on, such as new documents, evolving knowledge, and user-specific data. A common approach is retrieval-augmented generation (RAG), which stores verbatim documents externally (as chunks) and retrieves only a relevant su…

Cited by 0SourceScholar