Authors

Steven Li

Publications 2

Preprint Open access

Humanity's Sixth Sense: Benchmarking Intuitive Visual Reasoning in Multimodal Models

Xingang Guo, Jing Gu, Brian Jang et al. · 2026

Humans perceive far more in a scene than what is explicitly depicted: a single glance captures past causes and future trajectories; a quick peek determines if a vehicle can fit between two parked cars; a few seconds of video reveals who holds authority in a room; and a fleeting clip highlights subtle abstract patterns …

Preprint Open access

Few Bits, One Law: Toward W2A4KV2

Kai Yi, Tarek Elgamal, Sruthikesh Surineni et al. · 2026

Extreme low-bit LLM compression is most challenging when weights, activations, and KV caches are quantized together: their distributions differ, and quantization errors interact throughout the network. We introduce CanonQ, a unified quantization-aware training framework that addresses these challenges by separating sou …

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