Gurpreet Singh
5 papers · 2022–2026 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot Β· Bronze
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Interdisciplinary Bridge Β· Bronze
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Taxonomy Completionist
(13)
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Research topics
Keywords
direct preference optimization
(3)
kernel methods
(2)
large language model
(2)
multi-objective optimization
(2)
gradient descent
(1)
kullback-leibler divergence
(1)
text-to-image model
(1)
divergence measure
(1)
pareto front
(1)
radial basis function
(1)
alignment quality
(1)
jailbreak detection
(1)
layer-wise pooling
(1)
neural network
(1)
text-to-image alignment
(1)
hybrid loss
(1)
latent geometry
(1)
cluster divergence
(1)
multi-task learning
(1)
davies-bouldin score
(1)
Papers
DETONATE β A Benchmark for Text-to-Image Alignment and Kernelized Direct Preference Optimization
AAAI 2026
Alignment Quality Index (AQI) : Beyond Refusals: AQI as an Intrinsic Alignment Diagnostic via Latent Geometry, Cluster Divergence, and Layer wise Pooled Representations
EMNLP 2025
DPO Kernels: A Semantically-Aware, Kernel-Enhanced, and Divergence-Rich Paradigm for Direct Preference Optimization
ACL 2025
YinYang-Align: A new Benchmark for Competing Objectives and Introducing Multi-Objective Preference based Text-to-Image Alignment
ACL 2025
Learning a neural Pareto manifold extractor with constraints
UAI 2022