Reynold Cheng
10 papers · 2023–2026 · 5 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (25) π£ Hot Topic Early Bird π§ Keyword Pioneer π Conference Polyglot (5) π Interdisciplinary Bridge
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Cross-Pollinator
(9)
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Renaissance Researcher
(5)
π
Century Club
(10)
β
The Questioner
(2)
Conferences
ACL (3)
AAAI (2)
ICML (2)
NIPS (2)
EMNLP (1)
Top co-authors
Keywords
large language model
(4)
hierarchical reasoning
(2)
in-context learning
(1)
question answering
(1)
semantic parsing
(1)
neural network optimization
(1)
error detection
(1)
natural language
(1)
adversarial attack
(1)
poisoning attack
(1)
hallucination mitigation
(1)
task alignment
(1)
retrieval-augmented generation
(1)
database query
(1)
error correction
(1)
llm agent
(1)
pre-trained transformer
(1)
text-to-sql parsing
(1)
natural language interface
(1)
knowledge conflict
(1)
Papers
Fact2Fiction: Targeted Poisoning Attack to Agentic Fact-checking System
AAAI 2026
Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-Reasoning
ACL 2025
SHARE: An SLM-based Hierarchical Action CorREction Assistant for Text-to-SQL
ACL 2025
Are Large Language Models Ready for Multi-Turn Tabular Data Analysis?
ICML 2025
Towards Understanding Fine-Tuning Mechanisms of LLMs via Circuit Analysis
ICML 2025
Unlocking Continual Learning Abilities in Language Models
EMNLP 2024
Before Generation, Align it! A Novel and Effective Strategy for Mitigating Hallucinations in Text-to-SQL Generation
ACL 2024
Stacking Your Transformers: A Closer Look at Model Growth for Efficient LLM Pre-Training
NIPS 2024
Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs
NIPS 2023
Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing
AAAI 2023