Cover Image

ReflAct: World-Grounded Decision Making in LLM Agents via Goal-State Reflection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Kim, Jeonghye, Rhee, Sojeong, Kim, Minbeom, Kim, Dohyung, Lee, Sangmook, Sung, Youngchul, Jung, Kyomin
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Decision ConvFormer: Local Filtering in MetaFormer is Sufficient for Decision Making
by: Kim, Jeonghye, et al.
Published: (2023)

Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs?
by: Kim, Jeonghye, et al.
Published: (2026)

Align While Search: Belief-Guided Exploratory Inference for World-Grounded Embodied Agents
by: Bae, Seohui, et al.
Published: (2025)

LESSON: Learning to Integrate Exploration Strategies for Reinforcement Learning via an Option Framework
by: Kim, Woojun, et al.
Published: (2023)

Conditional [MASK] Discrete Diffusion Language Model
by: Koh, Hyukhun, et al.
Published: (2024)

Confidence-Guided Stepwise Model Routing for Cost-Efficient Reasoning
by: Lee, Sangmook, et al.
Published: (2025)

Understanding Reasoning in LLMs through Strategic Information Allocation under Uncertainty
by: Kim, Jeonghye, et al.
Published: (2026)

Adaptive $Q$-Aid for Conditional Supervised Learning in Offline Reinforcement Learning
by: Kim, Jeonghye, et al.
Published: (2024)

A Character-Centric Creative Story Generation via Imagination
by: Park, Kyeongman, et al.
Published: (2024)

ReflectCAP: Detailed Image Captioning with Reflective Memory
by: Min, Kyungmin, et al.
Published: (2026)

Can LLMs Recognize Toxicity? A Structured Investigation Framework and Toxicity Metric
by: Koh, Hyukhun, et al.
Published: (2024)

Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding
by: Min, Kyungmin, et al.
Published: (2024)

AdvisorQA: Towards Helpful and Harmless Advice-seeking Question Answering with Collective Intelligence
by: Kim, Minbeom, et al.
Published: (2024)

LifeTox: Unveiling Implicit Toxicity in Life Advice
by: Kim, Minbeom, et al.
Published: (2023)

Penalizing Infeasible Actions and Reward Scaling in Reinforcement Learning with Offline Data
by: Kim, Jeonghye, et al.
Published: (2025)

Guaranteed Generation from Large Language Models
by: Kim, Minbeom, et al.
Published: (2024)

VLind-Bench: Measuring Language Priors in Large Vision-Language Models
by: Lee, Kang-il, et al.
Published: (2024)

Program Synthesis via Test-Time Transduction
by: Lee, Kang-il, et al.
Published: (2025)

Drift: Decoding-time Personalized Alignments with Implicit User Preferences
by: Kim, Minbeom, et al.
Published: (2025)

ARGORA: Orchestrated Argumentation for Causally Grounded LLM Reasoning and Decision Making
by: Jin, Youngjin, et al.
Published: (2026)

Online Pre-Training for Offline-to-Online Reinforcement Learning
by: Shin, Yongjae, et al.
Published: (2025)

Exploratory Memory-Augmented LLM Agent via Hybrid On- and Off-Policy Optimization
by: Liu, Zeyuan, et al.
Published: (2026)

ReflCtrl: Controlling LLM Reflection via Representation Engineering
by: Yan, Ge, et al.
Published: (2025)

Generalized Per-Agent Advantage Estimation for Multi-Agent Policy Optimization
by: Kim, Seongmin, et al.
Published: (2026)

Are LLM-Judges Robust to Expressions of Uncertainty? Investigating the effect of Epistemic Markers on LLM-based Evaluation
by: Lee, Dongryeol, et al.
Published: (2024)

Doubly-Universal Adversarial Perturbations: Deceiving Vision-Language Models Across Both Images and Text with a Single Perturbation
by: Kim, Hee-Seon, et al.
Published: (2024)

CausalArmor: Efficient Indirect Prompt Injection Guardrails via Causal Attribution
by: Kim, Minbeom, et al.
Published: (2026)

Can You Trick the Grader? Adversarial Persuasion of LLM Judges
by: Hwang, Yerin, et al.
Published: (2025)

Reliability-Aware Adaptive Self-Consistency for Efficient Sampling in LLM Reasoning
by: Kim, Junseok, et al.
Published: (2026)

VideoMamba: Spatio-Temporal Selective State Space Model
by: Park, Jinyoung, et al.
Published: (2024)

RAISE: Enhancing Scientific Reasoning in LLMs via Step-by-Step Retrieval
by: Oh, Minhae, et al.
Published: (2025)

Benign-to-Toxic Jailbreaking: Inducing Harmful Responses from Harmless Prompts
by: Kim, Hee-Seon, et al.
Published: (2025)

Quantum geodesics reflecting the internal structure of stars composed of shells
by: Cheong, Sojeong, et al.
Published: (2023)

Strong gravitational lensing effects of black holes with quantum hair
by: Cheong, Sojeong, et al.
Published: (2025)

ReAcTree: Hierarchical LLM Agent Trees with Control Flow for Long-Horizon Task Planning
by: Choi, Jae-Woo, et al.
Published: (2025)

Persona Switch: Mixing Distinct Perspectives in Decoding Time
by: Kim, Junseok, et al.
Published: (2026)

Persona is a Double-edged Sword: Mitigating the Negative Impact of Role-playing Prompts in Zero-shot Reasoning Tasks
by: Kim, Junseok, et al.
Published: (2024)

Rethinking Post-Unlearning Behavior of Large Vision-Language Models
by: Kim, Minsung, et al.
Published: (2025)

Learning to Contextualize Web Pages for Enhanced Decision Making by LLM Agents
by: Lee, Dongjun, et al.
Published: (2025)

LiSA: Lifelong Safety Adaptation via Conservative Policy Induction
by: Kim, Minbeom, et al.
Published: (2026)