Shiv Kumar Saini
4 papers · 2024–2025 · 4 venues · across top CS/AI venues
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Artificial Intelligence
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Machine Learning
(2)
Computer Science
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Data Science & Analytics
(1)
Knowledge & Reasoning
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Mathematics & Optimization
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Natural Language Processing
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Applications · Data Science & Analytics
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Applications · Natural Language Processing
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Core Methods
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Methods
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Keywords
unsupervised learning
(1)
causal inference
(1)
anomaly detection
(1)
game theory
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feature selection
(1)
text-to-image generation
(1)
diffusion model
(1)
data quality
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cooperative game
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inference optimization
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tabular data
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inference efficiency
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latency reduction
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constrained decoding
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inference latency
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autoregressive decoding
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causal graph
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root cause analysis
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shapley value
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grammar-guided generation
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Papers
Root Cause Analysis of Failures from Partial Causal Structures
UAI 2025
Tab-Shapley: Identifying Top-k Tabular Data Quality Insights
AAAI 2025
TTD-SQL: Tree-Guided Token Decoding for Efficient and Schema-Aware SQL Generation
EMNLP 2025
Approximate Caching for Efficiently Serving Text-to-Image Diffusion Models
NSDI 2024