Shiqi Gao
5 papers · 2024–2026 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(21)
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The Questioner
Venues
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Research topics
Machine Learning
(5)
Artificial Intelligence
(4)
Deep Learning
(4)
Learning Types · Machine Learning
(4)
Core AI
(3)
Learning Types · Deep Learning
(3)
Natural Language Processing
(2)
Application Areas
(2)
Core Methods
(2)
Resources & Methods
(2)
Security & Privacy
(1)
Learning Paradigms · Artificial Intelligence
(1)
Learning Paradigms · Machine Learning
(1)
Models
(1)
Optimization & Theory
(1)
Keywords
large language model
(3)
feature alignment
(1)
representation learning
(1)
anomaly detection
(1)
question answering
(1)
confidence calibration
(1)
prior knowledge
(1)
monte carlo sampling
(1)
secure aggregation
(1)
poisoning attack
(1)
parameter-efficient fine-tuning
(1)
uncertainty estimation
(1)
fully homomorphic encryption
(1)
privacy protection
(1)
poisoning attack mitigation
(1)
knowledge boundary
(1)
calibration error
(1)
trustworthy ai
(1)
expected calibration error
(1)
homomorphic encryption
(1)
Papers
Fine-Tuned LLMs Know They Don’t Know: A Parameter-Efficient Approach to Recovering Honesty
AAAI 2026
FLUE: Streamlined Uncertainty Estimation for Large Language Models
AAAI 2025
Towards Objective Fine-tuning: How LLMs’ Prior Knowledge Causes Potential Poor Calibration?
ACL 2025
Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning
NeurIPS 2024
QUEST: Quadruple Multimodal Contrastive Learning with Constraints and Self-Penalization
NeurIPS 2024