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cs.LG2026
Good Memory Has ECC: Evaluating the Memory of Vision-Language Models Beyond Accuracy
Shmuel Berman, Jia Deng
Memory is widely viewed as an important unsolved problem for LLMs and VLMs, and current benchmarks typically evaluate it by testing accuracy over long text or video. However, accur…
cs.LG2026
q0: Primitives for Hyper-Epoch Pretraining
Bishwas Mandal, Shmuel Berman, Akshay Vegesna +1
Multi-epoch training is becoming the standard now that compute is growing faster than the supply of high-quality text. But pretraining a single model saturates within a few passes,…