Dujian Ding

21 papers A* 3Journal 16Unranked 2
YearRankTypeTitle / Venue / Authors
2025 A* conf
BEST-Route: Adaptive LLM Routing with Test-Time Optimal Compute.
ICML
Dujian Ding, Ankur Mallick, Shaokun Zhang, Chi Wang, Daniel Madrigal, Mirian del Carmen Hipolito Garcia, Menglin Xia, Laks V. S. Lakshmanan, Qingyun Wu, Victor Rühle
2025 J jnl
BEST-Route: Adaptive LLM Routing with Test-Time Optimal Compute.
CoRR
Dujian Ding, Ankur Mallick, Shaokun Zhang, Chi Wang, Daniel Madrigal, Mirian del Carmen Hipolito Garcia, Menglin Xia, Laks V. S. Lakshmanan, Qingyun Wu, Victor Rühle
2025 J jnl
Dynamic Speculative Agent Planning.
CoRR
Yilin Guan, Qingfeng Lan, Sun Fei, Dujian Ding, Devang Acharya, Chi Wang, William Yang Wang, Wenyue Hua
2025 A* conf
OCCAM: Towards Cost-Efficient and Accuracy-Aware Classification Inference.
ICLR
Dujian Ding, Bicheng Xu, Laks V. S. Lakshmanan
2025 J jnl
Semantic Scheduling for LLM Inference.
CoRR
Wenyue Hua, Dujian Ding, Yile Gu, Yujie Ren, Kai Mei, Minghua Ma, William Yang Wang
2025 J jnl
ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries.
CoRR
Keke Huang, Yimin Shi, Dujian Ding, Yifei Li, Yang Fei, Laks V. S. Lakshmanan, Xiaokui Xiao
2025 J jnl
ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries.
Proc. VLDB Endow.
Keke Huang, Yimin Shi, Dujian Ding, Yifei Li, Yang Fei, Laks V. S. Lakshmanan, Xiaokui Xiao
2025 J jnl
Why Does Your CoT Prompt (Not) Work? Theoretical Analysis of Prompt Space Complexity, its Interaction with Answer Space During CoT Reasoning with LLMs: A Recurrent Perspective.
CoRR
Xiang Zhang, Juntai Cao, Jiaqi Wei, Chenyu You, Dujian Ding
2025 — conf
Why Prompt Design Matters and Works: A Complexity Analysis of Prompt Search Space in LLMs.
ACL (1)
Xiang Zhang, Juntai Cao, Chenyu You, Dujian Ding
2024 J jnl
EcoAct: Economic Agent Determines When to Register What Action.
CoRR
Shaokun Zhang, Jieyu Zhang, Dujian Ding, Mirian Hipolito Garcia, Ankur Mallick, Daniel Madrigal, Menglin Xia, Victor Rühle, Qingyun Wu, Chi Wang
2024 A* conf
Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing.
ICLR
Dujian Ding, Ankur Mallick, Chi Wang, Robert Sim, Subhabrata Mukherjee, Victor Rühle, Laks V. S. Lakshmanan, Ahmed Hassan Awadallah
2024 J jnl
Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing.
CoRR
Dujian Ding, Ankur Mallick, Chi Wang, Robert Sim, Subhabrata Mukherjee, Victor Rühle, Laks V. S. Lakshmanan, Ahmed Hassan Awadallah
2024 — conf
LLM Performance Predictors are good initializers for Architecture Search.
ACL (Findings)
Ganesh Jawahar, Muhammad Abdul-Mageed, Laks V. S. Lakshmanan, Dujian Ding
2024 J jnl
OCCAM: Towards Cost-Efficient and Accuracy-Aware Image Classification Inference.
CoRR
Dujian Ding, Bicheng Xu, Laks V. S. Lakshmanan
2024 J jnl
PASS: Pruning Attention Heads with Almost-sure Sparsity Targets.
Trans. Mach. Learn. Res.
Dujian Ding, Ganesh Jawahar, Laks V. S. Lakshmanan
2024 J jnl
Supervised Chain of Thought.
CoRR
Xiang Zhang, Dujian Ding
2023 J jnl
LLM Performance Predictors are good initializers for Architecture Search.
CoRR
Ganesh Jawahar, Muhammad Abdul-Mageed, Laks V. S. Lakshmanan, Dujian Ding
2022 J jnl
On Efficient Approximate Queries over Machine Learning Models.
CoRR
Dujian Ding, Sihem Amer-Yahia, Laks V. S. Lakshmanan
2022 J jnl
On Efficient Approximate Queries over Machine Learning Models.
Proc. VLDB Endow.
Dujian Ding, Sihem Amer-Yahia, Laks V. S. Lakshmanan
2019 J jnl
Collaborative intra-tumor heterogeneity detection.
Bioinform.
Sahand Khakabimamaghani, Salem Malikic, Jeffrey Tang, Dujian Ding, Ryan D. Morin, Leonid Chindelevitch, Martin Ester
2019 J jnl
Uncovering the subtype-specific temporal order of cancer pathway dysregulation.
PLoS Comput. Biol.
Sahand Khakabimamaghani, Dujian Ding, Oliver Snow, Martin Ester