Scholar
Shiv Saini
Google Scholar ID: gWocpdkAAAAJ
Adobe Research
Citations & Impact
Citations
669
H-index
14
i10-index
22
Publications
20
Co-authors
19
list available
Contact
Publications
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
Academic Achievements
- Cache-Craft: Managing Chunk-Caches for Efficient Retrieval-Augmented Generation (SIGMOD, 2025)
- ReCON: Training-Free Acceleration for Text-to-Image Synthesis with Retrieval of Concept Prompt Trajectories (ECCV, 2024)
- Approximate Caching for Efficiently Serving Diffusion Models (NSDI, 2024)
- Outage-Watch: Early Prediction of Outages using Extreme Event Regularizer (ESEC/FSE, 2023)
- ESRO: Experience Assisted Service Reliability against Outages (ASE, 2023)
- CausIL: Causal Graph for Instance Level Microservice Data (WWW, 2023)
- Towards Optimizing Storage Costs on the Cloud (ICDE, 2023)
- ViSRE: A Unified Visual Analysis Dashboard for Proactive Cloud Outage Management (VISSOFT, 2022)
- Modeling Causal Impact of Textual Style on a Targeted Goal (WebConf - Poster, 2020)
- Time Series Forecasting for Cold-Start Items by Learning from Related Items using Memory Networks (WebConf - Poster, 2020)
- Multiple Treatment Effect Estimation using Deep Generative Model with Task Embedding (The World Wide Web Conference, 2019)
- Modeling Hint-Taking Behavior and Knowledge State of Students with Multi-Task Learning (International Conference on Educational Data Mining, 2018)
- Sparse Decomposition for Time Series Forecasting and Anomaly Detection (SDM, 2018)
- A Non-parametric Approach to the Multi-channel Attribution Problem (WISE 2015)
Research Experience
- Principal Research Scientist, Bangalore, Adobe Research
Background
- Research Interests: Time series modeling and causal inference in observational data; Applications: Modeling user behavior, marketing attribution root cause analysis, anomaly detection; Recent research focus: Developing techniques to improve reliability of microservices by forecasting future outages and reducing time to detect root cause of ongoing outages.
