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Siwei Dong

4 accepted papers

2026

Unified Episodic and Semantic Memory via Modulating Transformer FeedForward Layers

ICML 2026poster

It is widely recognized that, after generative pre-training, Transformer FeedForward layers implicitly function as semantic memory, encoding linguistic and factual knowledge, while the contexts in key–value (KV) cache contain raw events, serving as the source of models' episodic memory. In this work…

Cited by 0SourceScholar
2024

AutoAgents: A Framework for Automatic Agent Generation

IJCAI 2024poster

Large language models (LLMs) have enabled remarkable advances in automated task-solving with multi-agent systems. However, most existing LLM-based multi-agent approaches rely on predefined agents to handle simple tasks, limiting the adaptability of multi-agent collaboration to different scenarios. T…

2020

Retina-Like Visual Image Reconstruction via Spiking Neural Model

CVPR 2020oral

The high-sensitivity vision of primates, including humans, is mediated by a small retinal region called the fovea. As a novel bio-inspired vision sensor, spike camera mimics the fovea to record the nature scenes by continuous-time spikes instead of frame-based manner. However, reconstructing visual…

Cited by 101PDFScholar