Tian Liang
16 papers · 2023–2026 · 8 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (33) 🗃️ Keyword Collector (80)
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Century Club · Bronze
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Research topics
Artificial Intelligence
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Machine Learning
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Deep Learning
(7)
Natural Language Processing
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Learning Types · Deep Learning
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Learning Types · Machine Learning
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Models
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Optimization & Theory
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Applications
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Computer Vision
(1)
Analysis
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Keywords
large language model
(7)
machine translation
(2)
neural machine translation
(2)
benchmark evaluation
(2)
model safety
(1)
neural network optimization
(1)
weakly supervised learning
(1)
video understanding
(1)
game theory
(1)
instruction following
(1)
multiple instance learning
(1)
parameter-efficient learning
(1)
model alignment
(1)
instruction tuning
(1)
harmful content
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data augmentation
(1)
policy optimization
(1)
query learning
(1)
entropy estimation
(1)
reinforcement learning
(1)
Papers
STAPO: Selective Trajectory-Aware Policy Optimization for LLM Agent Training
ACL 2026
UrbanGeoEval: A City-Scale Benchmark for Evaluating Large Language Models in Geospatial Reasoning
ACL 2026
Competing Large Language Models in Multi-Agent Gaming Environments
ICLR 2025
Confidence Calibration for Multimodal LLMs: An Empirical Study through Medical VQA
MICCAI 2025
Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM’s Reasoning Capability
ICML 2025
Do NOT Think That Much for 2+3=? On the Overthinking of Long Reasoning Models
ICML 2025
Draft Model Knows When to Stop: Self-Verification Speculative Decoding for Long-Form Generation
EMNLP 2025
MoLE:Decoding by Mixture of Layer Experts Alleviates Hallucination in Large Vision-Language Models
AAAI 2025
RaSA: Rank-Sharing Low-Rank Adaptation
ICLR 2025
Refuse Whenever You Feel Unsafe: Improving Safety in LLMs via Decoupled Refusal Training
ACL 2025
Addressing Entity Translation Problem via Translation Difficulty and Context Diversity
ACL 2024
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning
ACL 2024
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate
EMNLP 2024
Querying as Prompt: Parameter-Efficient Learning for Multimodal Language Model
CVPR 2024
ParroT: Translating during Chat using Large Language Models tuned with Human Translation and Feedback
EMNLP 2023
Temporal RPN Learning for Weakly-Supervised Temporal Action Localization
ACML 2023