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Decoupled Predictive Decision Making: A Shared Conditional Predictor for Agents

Agent decisions depend on empirical relationships that deployment observations reveal and task descriptions alone may leave unresolved. We introduce Decoupled Predictive Decision Making (DPDM), an arc

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Nov 6, 2026First seen
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About this paper

DPDM improves agent decision accuracy by combining frozen language-model representations with a shared pretrained conditional predictor that learns from deployment evidence without parameter updates.

Agent decisions depend on empirical relationships that deployment observations reveal and task descriptions alone may leave unresolved. We introduce Decoupled Predictive Decision Making (DPDM), an architecture that formulates heterogeneous agent decisions as conditional prediction with a shared pretrained learner. Language models provide semantic representations of current and historical records, while a general-purpose conditional predictor predicts task-defined targets from the represented evidence. Pretraining supplies reusable inference capability; deployment evidence instantiates problem-specific predictions without updating either model's neural parameters. Tool judgments, candidate…

Decoupled Predictive Decision Makingconditional predictionshared pretrained learnerlanguage modelssemantic representationsgeneral-purpose conditional predictorpretrainingdeployment evidencefrozen predictorLimiX-2
Upvotes
112
Authors
8
Published
Nov 1, 2026

Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.

Trending history

Decoupled Predictive Decision Making: A Shared Conditional Predictor for Agents was first seen on Hugging Face · Daily papers on Nov 6, 2026. Since then it has appeared in 29 checks on 3 different days. Its best position was #1 of 30, reached on Nov 6, 21:28 UTC. It is #4 right now, holding steady at #4 over the last 6 checks.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 Nov 6Nov 6Nov 7Nov 8Nov 8 Nov 6, 09:28 UTC · #2Nov 6, 11:28 UTC · #2Nov 6, 13:28 UTC · #2Nov 6, 15:28 UTC · #2Nov 6, 17:28 UTC · #2Nov 6, 19:28 UTC · #2Nov 6, 21:28 UTC · #1Nov 6, 23:28 UTC · #1Nov 7, 01:28 UTC · #1Nov 7, 03:28 UTC · #1Nov 7, 05:28 UTC · #1Nov 7, 07:28 UTC · #2Nov 7, 09:28 UTC · #2Nov 7, 11:28 UTC · #2Nov 7, 13:28 UTC · #2Nov 7, 15:28 UTC · #2Nov 7, 17:28 UTC · #2Nov 7, 19:28 UTC · #3Nov 7, 21:28 UTC · #3Nov 7, 23:28 UTC · #4Nov 8, 01:28 UTC · #4Nov 8, 03:28 UTC · #4Nov 8, 05:28 UTC · #4Nov 8, 07:28 UTC · #4Nov 8, 09:28 UTC · #4Nov 8, 11:28 UTC · #4Nov 8, 13:28 UTC · #4Nov 8, 15:28 UTC · #4Nov 8, 17:28 UTC · #4

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

▲ as reported by Hugging Face.

03876115 Nov 6Nov 6Nov 7Nov 8Nov 8 Nov 6, 09:28 UTC · 112Nov 6, 11:28 UTC · 112Nov 6, 13:28 UTC · 113Nov 6, 15:28 UTC · 113Nov 6, 17:28 UTC · 113Nov 6, 19:28 UTC · 113Nov 6, 21:28 UTC · 113Nov 6, 23:28 UTC · 113Nov 7, 01:28 UTC · 113Nov 7, 03:28 UTC · 114Nov 7, 05:28 UTC · 114Nov 7, 07:28 UTC · 114Nov 7, 09:28 UTC · 115Nov 7, 11:28 UTC · 79Nov 7, 13:28 UTC · 79Nov 7, 15:28 UTC · 79Nov 7, 17:28 UTC · 79Nov 7, 19:28 UTC · 79Nov 7, 21:28 UTC · 79Nov 7, 23:28 UTC · 79Nov 8, 01:28 UTC · 80Nov 8, 03:28 UTC · 80Nov 8, 05:28 UTC · 80Nov 8, 07:28 UTC · 80Nov 8, 09:28 UTC · 81Nov 8, 11:28 UTC · 81Nov 8, 13:28 UTC · 81Nov 8, 15:28 UTC · 81Nov 8, 17:28 UTC · 81

Questions

Is Decoupled Predictive Decision Making: A Shared Conditional Predictor for Agents trending on HF Daily Papers right now?

Yes. As of Nov 8, 17:28 UTC it is #4, holding steady at #4 over the last 6 checks.

What is the highest rank Decoupled Predictive Decision Making: A Shared Conditional Predictor for Agents reached?

#1 on Hugging Face · Daily papers, on Nov 6, 21:28 UTC. Trendoday checks this list every 120 minutes.

How long has Decoupled Predictive Decision Making: A Shared Conditional Predictor for Agents been trending?

It was first seen on Nov 6, 2026 and has been on the list on 3 days (29 checks) since.