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eess.IV2026
Learning Perceptual Rules in a Fragmented Visual World
Tianqin Li, Isaac Lin, Leiran Song +1
Visual perception organizes incomplete sensory evidence into coherent structures, but where do the principles governing this organization come from? We investigate whether learning…
cs.AI2026
Witness Overlap: Directional Provenance Inside Open-Weight Model Families
Siyuan Li, Haoxuan Zeng, Xin Luo +6
Open-weight models are often released, fine-tuned, aligned, merged, and re-released, making provenance audits ask not only whether checkpoints are related, but also which checkpoin…
cs.CL2026
The Memory Curse: How Expanded Recall Erodes Cooperative Intent in LLM Agents
Jiayuan Liu, Tianqin Li, Shiyi Du +7
Context window expansion is often treated as a straightforward capability upgrade for LLMs, but we find it systematically fails in multi-agent social dilemmas. Across 7 LLMs and 4…