Uncertainty-Aware Variational Reward Factorization via Probabilistic Preference Bases for LLM Personalization

Uncertainty-Aware Variational Reward Factorization via Probabilistic Preference Bases for LLM Personalization | Signal Canvas | ScienceToStartup

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Signal Canvas proof surface

Canonical route: /signal-canvas/uncertainty-aware-variational-reward-factorization-via-probabilistic-preference-bases-for-llm-personalization

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 18
Source count: 3
Coverage: 50%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID uncertainty-aware-variational-reward-factorization-via-probabilistic-preference-bases-for-llm-personalization | Route /signal-canvas/uncertainty-aware-variational-reward-factorization-via-probabilistic-preference-bases-for-llm-personalization

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/uncertainty-aware-variational-reward-factorization-via-probabilistic-preference-bases-for-llm-personalization

MCP example

{
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  "arguments": {
    "mode": "paper",
    "paper_ref": "uncertainty-aware-variational-reward-factorization-via-probabilistic-preference-bases-for-llm-personalization",
    "query_text": "Summarize Uncertainty-Aware Variational Reward Factorization via Probabilistic Preference Bases for LLM Personalization"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Uncertainty-Aware Variational Reward Factorization via Probabilistic Preference Bases for LLM Personalization",
  "normalized_query": "2604.00997",
  "route": "/signal-canvas/uncertainty-aware-variational-reward-factorization-via-probabilistic-preference-bases-for-llm-personalization",
  "paper_ref": "uncertainty-aware-variational-reward-factorization-via-probabilistic-preference-bases-for-llm-personalization",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: 18

Proof: Verification pending

Freshness state: computing

Source paper: Uncertainty-Aware Variational Reward Factorization via Probabilistic Preference Bases for LLM Personalization

PDF: https://arxiv.org/pdf/2604.00997v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-02T20:57:59.822Z

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Watch and verify: Uncertainty-Aware Variational Reward Factorization via Probabilistic Preference Bases for LLM Personalization

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Subject: Uncertainty-Aware Variational Reward Factorization via Probabilistic Preference Bases for LLM Personalization

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

Uncertainty-Aware Variational Reward Factorization via Probabilistic Preference Bases for LLM Personalization

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