2 papers
cs.LG2026
KV Cache Quantization for Self-Forcing Video Generation: A 33-Method Empirical Study
Suraj Ranganath, Vaishak Menon, Anish Patnaik
Self-forcing video generation extends a short-horizon video model to longer rollouts by repeatedly feeding generated content back in as context. This scaling path immediately expos…
cs.LG2026
Where Bits Matter in World Model Planning: A Paired Mixed-Bit Study for Efficient Spatial Reasoning
Suraj Ranganath, Anish Patnaik, Vaishak Menon
Efficient spatial reasoning requires world models that remain reliable under tight precision budgets. We study whether low-bit planning behavior is determined mostly by total bitwi…