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Adnan Oomerjee

2 accepted papers

2026

Bottlenecked Transformers: Periodic KV Cache Consolidation for Generalised Reasoning

ICLR 2026poster

Transformer LLMs have been shown to exhibit strong reasoning ability that scales with inference-time compute, most prominently through token-space “thinking” (i.e., chains of thought). A growing line of work pushes this extra computation into the model’s latent space (adjacent to standard decoding)…

Cited by 0SourceScholar
2025

Human-inspired Episodic Memory for Infinite Context LLMs

ICLR 2025poster

Large language models (LLMs) have shown remarkable capabilities, but still struggle with processing extensive contexts, limiting their ability to maintain coherence and accuracy over long sequences. In contrast, the human brain excels at organising and retrieving episodic experiences across vast tem…

Cited by 0SourcePDFScholar