3 papers
cs.LG2026
GPU-Accelerated INT8 Quantization for KV Cache Compression in Large Language Models
Maanas Taneja, Purab Shingvi
The key-value (KV) cache in large language models presents a significant memory bottleneck during inference, growing linearly with sequence length and often exceeding the memory fo…
cs.CL2025
Prompt Optimization as a State-Space Search Problem
Maanas Taneja
Language Models are extremely susceptible to performance collapse with even small changes to input prompt strings. Libraries such as DSpy (from Stanford NLP) avoid this problem thr…
cs.CL2025
Stealing Creator's Workflow: A Creator-Inspired Agentic Framework with Iterative Feedback Loop for Improved Scientific Short-form Generation
Jong Inn Park, Maanas Taneja, Qianwen Wang +1
Generating engaging, accurate short-form videos from scientific papers is challenging due to content complexity and the gap between expert authors and readers. Existing end-to-end…