most citedA Comprehensive Survey of Direct Preference Optimization: Datasets, Theories, Variants, and Applications

1 citations · 1 across the 2 of their papers we have counts for

collaborators

5 papers

cs.DS2026

Minimum eccentricity shortest paths of -minor-free graphs

Dibyayan Chakraborty, Sandip Das, Sk Samim Islam +2

Given a simple, undirected, and unweighted graph , and an integer , the objective of the \textsc{Minimum Eccentricity Shortest Path (MESP)} is to decide whether there exists…

cs.AI20261 cited

A Comprehensive Survey of Direct Preference Optimization: Datasets, Theories, Variants, and Applications

Wenyi Xiao, Zechuan Wang, Leilei Gan +9

With the rapid advancement of large language models (LLMs), aligning policy models with human preferences has become increasingly critical. Direct Preference Optimization (DPO) has…

cs.AI2026

Don't Just Fine-tune the Agent, Tune the Environment

Siyuan Lu, Zechuan Wang, Hongxuan Zhang +5

Large Language Model (LLM) agents show great promise for complex, multi-turn tool-use tasks, but their development is often hampered by the extreme scarcity of high-quality trainin…

cs.AI2025

FunReason-MT Technical Report: Advanced Data Synthesis Solution for Real-world Multi-Turn Tool-use

Zengzhuang Xu, Bingguang Hao, Zechuan Wang +14

Function calling (FC) empowers large language models (LLMs) and autonomous agents to interface with external tools, a critical capability for solving complex, real-world problems.…

cs.AI2025

SQLCritic: Correcting Text-to-SQL Generation via Clause-wise Critic

Jikai Chen, Leilei Gan, Ziyu Zhao +3

Existing refinement methods in LLM-based Text-to-SQL systems exhibit limited effectiveness. They often introduce new errors during the self-correction process and fail to detect an…