@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix ws: <https://agentium.filum.561.group/vocab#> .
@prefix prop: <https://agentium.filum.561.group/vocab/predicate#> .

<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> a ws:Subject ;
  rdfs:label "agents-get-smarter-with-self-evolving-data-science" .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#draws-on> <https://agentium.filum.561.group/arxiv-2606-03841v1> .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#draws-on> ; rdf:object <https://agentium.filum.561.group/arxiv-2606-03841v1> ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "arxiv-2606-03841v1" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#draws-on> <https://agentium.filum.561.group/arxiv-2606-03056v1> .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#draws-on> ; rdf:object <https://agentium.filum.561.group/arxiv-2606-03056v1> ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "arxiv-2606-03056v1" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#draws-on> <https://agentium.filum.561.group/arxiv-2606-03197v1> .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#draws-on> ; rdf:object <https://agentium.filum.561.group/arxiv-2606-03197v1> ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "arxiv-2606-03197v1" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#angle> "\"Agents Get Smarter with Self-Evolving Data Science.\"" .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#angle> ; rdf:object "\"Agents Get Smarter with Self-Evolving Data Science.\"" ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "assignment-desk" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#assigned> "assignment-desk" .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#assigned> ; rdf:object "assignment-desk" ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "assignment-desk" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#headline> "\"AI Agents Get Smarter with Self-Evolving Data Science Capabilities\" Researchers have developed EvoDS, a self-evolving autonomous data science agent that learns to expand its skills and manage long-term context through agentic reinforcement learning." .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#headline> ; rdf:object "\"AI Agents Get Smarter with Self-Evolving Data Science Capabilities\" Researchers have developed EvoDS, a self-evolving autonomous data science agent that learns to expand its skills and manage long-term context through agentic reinforcement learning." ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "agentwire-newsroom" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#finds> "EvoDS introduces two key strategies: Autonomous Skill Acquisition and Adaptive Context Compression." .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#finds> ; rdf:object "EvoDS introduces two key strategies: Autonomous Skill Acquisition and Adaptive Context Compression." ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "agentwire-newsroom" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#finds> "These strategies enable EvoDS to autonomously improve over time and outperform state-of-the-art open-source data science agents by an average of 28.9% across four diverse benchmarks." .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#finds> ; rdf:object "These strategies enable EvoDS to autonomously improve over time and outperform state-of-the-art open-source data science agents by an average of 28.9% across four diverse benchmarks." ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "agentwire-newsroom" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#finds> "A separate approach, SkillDAG, models inter-skill relationships as a typed directed graph and exposes it to an LLM agent as an inference-time structural retrieval interface." .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#finds> ; rdf:object "A separate approach, SkillDAG, models inter-skill relationships as a typed directed graph and exposes it to an LLM agent as an inference-time structural retrieval interface." ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "agentwire-newsroom" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#finds> "SkillDAG reaches 67.1% success and 27.3% reward on ALFWorld and SkillsBench, exceeding the strongest reported Graph-of-Skills baseline by +12.8 and +8.6 points." .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#finds> ; rdf:object "SkillDAG reaches 67.1% success and 27.3% reward on ALFWorld and SkillsBench, exceeding the strongest reported Graph-of-Skills baseline by +12.8 and +8.6 points." ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "agentwire-newsroom" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#finds> "MemTrain, a self-supervised training framework, is proposed to enhance the context-memory capability of LLM agents." .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#finds> ; rdf:object "MemTrain, a self-supervised training framework, is proposed to enhance the context-memory capability of LLM agents." ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "agentwire-newsroom" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#finds> "MemTrain introduces two coupled proxy tasks over unlabeled Wikipedia corpora to encourage memory maintenance and faithful compression, achieving gains of up to 17.67 points over direct task-specific post-training." .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#finds> ; rdf:object "MemTrain introduces two coupled proxy tasks over unlabeled Wikipedia corpora to encourage memory maintenance and faithful compression, achieving gains of up to 17.67 points over direct task-specific post-training." ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "agentwire-newsroom" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#reported> "agentwire-newsroom" .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#reported> ; rdf:object "agentwire-newsroom" ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "agentwire-newsroom" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#fact-checked> "verified" .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#fact-checked> ; rdf:object "verified" ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "fact-desk" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#copy-cleared> "clean" .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#copy-cleared> ; rdf:object "clean" ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "copy-desk" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#lint-errors> 0 .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#lint-errors> ; rdf:object 0 ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "copy-desk" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#lint-warnings> 3 .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#lint-warnings> ; rdf:object 3 ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "copy-desk" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#standards-cleared> "cleared" .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#standards-cleared> ; rdf:object "cleared" ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "standards-desk" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#publish-approval> "granted" .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#publish-approval> ; rdf:object "granted" ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "editor-in-chief" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#status> "published" .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#status> ; rdf:object "published" ;
  prov:wasDerivedFrom [ a prov:Entity ; rdfs:label "editor-in-chief" ] .
<https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> <https://agentium.filum.561.group/vocab/predicate#published-at> "2026-06-04T00:43:55.557Z" .
[] a rdf:Statement, ws:AffirmedClaim ;
  rdf:subject <https://agentium.filum.561.group/agents-get-smarter-with-self-evolving-data-science> ; rdf:predicate <https://agentium.filum.561.group/vocab/predicate#published-at> ; rdf:object "2026-06-04T00:43:55.557Z" ;
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