This equation captures one of the core mathematical components of the system. flight_class="Economy" ) 🛠️ Explicit Args. origin="London" destination="Paris" Unde
Latent Preference Modeling for Cross-Session Personalized Tool Calling explores A new benchmark and memory-augmented method improve LLM agent tool-calling accuracy by learning evolving user preferences across sessions.. Commercial viability score: 6/10 in Agents.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/latent-preference-modeling-for-cross-session-personalized-tool-calling
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID latent-preference-modeling-for-cross-session-personalized-tool-calling | Route /paper/latent-preference-modeling-for-cross-session-personalized-tool-calling
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/latent-preference-modeling-for-cross-session-personalized-tool-callingMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.17886"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Latent Preference Modeling for Cross-Session Personalized Tool Calling",
"normalized_query": "2604.17886",
"route": "/paper/latent-preference-modeling-for-cross-session-personalized-tool-calling",
"paper_ref": "latent-preference-modeling-for-cross-session-personalized-tool-calling",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/latent-preference-modeling-for-cross-session-personalized-tool-calling
Subject: Latent Preference Modeling for Cross-Session Personalized Tool Calling
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 6.0
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. flight_class="Economy" ) 🛠️ Explicit Args. origin="London" destination="Paris" Unde
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/latent-preference-modeling-for-cross-session-personalized-tool-calling
Paper ref
latent-preference-modeling-for-cross-session-personalized-tool-calling
arXiv id
2604.17886
Generated at
2026-04-21T02:39:51.498Z
Evidence freshness
fresh
Last verification
2026-04-21T02:39:51.498Z
Sources
3
References
0
Coverage
50%
Lineage hash
4b3aa7d6eb344ae54f13a78c9e2ef77b3596bd52a92bdcfb88a1a37da93abda7
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. GetTravel(location="Seattle", category="Tourist Attraction", free_entry="True" )
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. we accumulate per-session API calls into an API call list A≤T, preserving the action trace from which
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.