InfoMem: Training Long-Context Memory Agents with Answer-Conditioned Information Gain

InfoMem: Training Long-Context Memory Agents with Answer-Conditioned Information Gain | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/infomem-training-long-context-memory-agents-with-answer-conditioned-information-gain

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Proof freshness: fresh
Proof status: verified
Display score: 7/10
Last proof check: 2026-06-03
Score updated: 2026-06-03
Score fresh until: 2026-07-03
References: 0
Source count: 4
Coverage: 83%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

Canonical ID infomem-training-long-context-memory-agents-with-answer-conditioned-information-gain | Route /signal-canvas/infomem-training-long-context-memory-agents-with-answer-conditioned-information-gain

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/infomem-training-long-context-memory-agents-with-answer-conditioned-information-gain

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "infomem-training-long-context-memory-agents-with-answer-conditioned-information-gain",
    "query_text": "Summarize InfoMem: Training Long-Context Memory Agents with Answer-Conditioned Information Gain"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "InfoMem: Training Long-Context Memory Agents with Answer-Conditioned Information Gain",
  "normalized_query": "2606.03329",
  "route": "/signal-canvas/infomem-training-long-context-memory-agents-with-answer-conditioned-information-gain",
  "paper_ref": "infomem-training-long-context-memory-agents-with-answer-conditioned-information-gain",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: InfoMem: Training Long-Context Memory Agents with Answer-Conditioned Information Gain

PDF: https://arxiv.org/pdf/2606.03329v1

Repository: https://github.com/GenSouKa1/InfoMem

Source count: 4

Coverage: 83%

Last proof check: 2026-06-03T20:32:59.739Z

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Subject: InfoMem: Training Long-Context Memory Agents with Answer-Conditioned Information Gain

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InfoMem: Training Long-Context Memory Agents with Answer-Conditioned Information Gain

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