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cs.NE2025
Enabling Robust In-Context Memory and Rapid Task Adaptation in Transformers with Hebbian and Gradient-Based Plasticity
Siddharth Chaudhary
Large language models display in-context learning as an emergent effect of scale, but they rely on static weights during inference. In contrast, biological systems continually adap…
cs.LG2025
Hydra: A Modular Architecture for Efficient Long-Context Reasoning
Siddharth Chaudhary, Dev Patel, Maheep Chaudhary +1
The quadratic complexity of transformers fundamentally limits reasoning system deployment in resource-constrained and long-context settings. We introduce Hydra, a modular architect…