Omni-Decision: Evidence-Ledger Planning for Omni-Modal Agents

arXiv:2607.11433 · cs.AI · Submitted 2026-07-13 · Read on arXiv

cs.AI

Submitted: 2026-07-13

Updated: 2026-09-24

Terminology

Accuracy — 29× in this paper · explained in 1 episode
Grounding — 28× in this paper · explained in 3 episodes
Verification — 24× in this paper · explained in 2 episodes
Benchmark — 21× in this paper · explained in 2 episodes
Ablation — 6× in this paper · explained in 1 episode
Trace — 5× in this paper · explained in 2 episodes
Consistency — 3× in this paper · explained in 3 episodes
Core — 3× in this paper · explained in 2 episodes
Abstention — 2× in this paper · explained in 1 episode
Failure Taxonomy — 2× in this paper · explained in 2 episodes
Reinforcement Learning — 2× in this paper · explained in 4 episodes
AI Agents — 1× in this paper · explained in 2 episodes
Abstraction — 1× in this paper · explained in 1 episode
Action Space — 1× in this paper · explained in 1 episode
Active Perception — 1× in this paper · explained in 2 episodes
Agentic Problem — 1× in this paper · explained in 1 episode
Agentic Search — 1× in this paper · explained in 1 episode
Distillation — 1× in this paper · explained in 2 episodes
Failure Modes — 1× in this paper · explained in 3 episodes
Hallucination — 1× in this paper · explained in 3 episodes
Hallucination Detection — 1× in this paper · explained in 2 episodes
Multi-Agent Framework — 1× in this paper · explained in 3 episodes
Multi-Agent System — 1× in this paper · explained in 6 episodes
Multimodal Inputs — 1× in this paper · explained in 2 episodes

Sources

Related papers