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cs.CV2025
CacheFlow: Compressive Streaming Memory for Efficient Long-Form Video Understanding
Shrenik Patel, Daivik Patel
Long-form video question answering (VQA) overwhelms current vision-language models (VLMs) because attention and key-value (KV) caches grow with runtime, forcing either expensive in…
cs.MA2025
Reuse, Don't Recompute: Efficient Large Reasoning Model Inference via Memory Orchestration
Daivik Patel, Shrenik Patel
Large reasoning models (LRMs) achieve strong accuracy through test-time scaling, generating longer chains of thought or sampling multiple solutions, but at steep costs in tokens an…
cs.MA2025
ENGRAM: Effective, Lightweight Memory Orchestration for Conversational Agents
Daivik Patel, Shrenik Patel
Large language models (LLMs) deployed in user-facing applications require long-horizon consistency: the ability to remember prior interactions, respect user preferences, and ground…