Heming Xia
20 papers · 2022–2026 · 4 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (13) π Conference Polyglot (3) π Interdisciplinary Bridge π§ Keyword Pioneer π Renaissance Researcher (6)
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Keyword Champion
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Dynamic Duo
(12)
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(6)
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Keyword Collector
(97)
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Century Club
(18)
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The Questioner
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Conferences
EMNLP (10)
ACL (8)
EACL (1)
ICLR (1)
Top co-authors
Keywords
large language model
(8)
speculative decoding
(3)
multimodal learning
(2)
tool learning
(2)
inference optimization
(2)
benchmark evaluation
(2)
multimodal reasoning
(2)
language model
(2)
autoregressive decoding
(2)
visual commonsense
(2)
few-shot learning
(2)
in-context learning
(2)
large multimodal model
(2)
prompt engineering
(1)
relation extraction
(1)
natural language inference
(1)
zero-shot learning
(1)
representation learning
(1)
knowledge distillation
(1)
video understanding
(1)
Papers
KNN-SSD: Enabling Dynamic Self-Speculative Decoding via Nearest Neighbor Layer Set Optimization
EACL 2026
Merlinβs Whisper: Enabling Efficient Reasoning in Large Language Models via Black-box Persuasive Prompting
ACL 2026
Towards Harmonized Uncertainty Estimation for Large Language Models
ACL 2025
How Far are LLMs from Being Our Digital Twins? A Benchmark for Persona-Based Behavior Chain Simulation
ACL 2025
TokenSkip: Controllable Chain-of-Thought Compression in LLMs
EMNLP 2025
PEToolLLM: Towards Personalized Tool Learning in Large Language Models
ACL 2025
Beyond Single Frames: Can LMMs Comprehend Implicit Narratives in Comic Strip?
EMNLP 2025
SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration
ICLR 2025
SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning
EMNLP 2025
A Survey on In-context Learning
EMNLP 2024
Can Large Multimodal Models Uncover Deep Semantics Behind Images?
ACL 2024
Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding
ACL 2024
AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction
EMNLP 2024
Taking a Deep Breath: Enhancing Language Modeling of Large Language Models with Sentinel Tokens
EMNLP 2024
Enhancing Tool Retrieval with Iterative Feedback from Large Language Models
EMNLP 2024
Bi-Drop: Enhancing Fine-tuning Generalization via Synchronous sub-net Estimation and Optimization
EMNLP 2023
Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation
EMNLP 2023
ImageNetVC: Zero- and Few-Shot Visual Commonsense Evaluation on 1000 ImageNet Categories
EMNLP 2023
Enhancing Continual Relation Extraction via Classifier Decomposition
ACL 2023
Premise-based Multimodal Reasoning: Conditional Inference on Joint Textual and Visual Clues
ACL 2022