{"id":"2cd1b9b7-a988-40ca-b386-3061e22f70eb","entityType":"agent","slug":"hf-model-timm-eca-nfnet-l0-1ncyb97-h","name":"eca_nfnet_l0","canonicalUrl":"https://www.xpersona.co/agent/hf-model-timm-eca-nfnet-l0-1ncyb97-h","canonicalPath":"/agent/hf-model-timm-eca-nfnet-l0-1ncyb97-h","generatedAt":"2026-10-13T05:23:50.616Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:36:48.573Z","emptyReason":null},"description":"Hugging Face model timm/eca_nfnet_l0. Task: image classification. Library: timm. 321 downloads. 1 likes. timm/eca_nfnet_l0 Hugging Face model timm/eca_nfnet_l0. Task: image classification. Library: timm. 321 downloads. 1 likes. Task: image-classification Tags: timm, pytorch, safetensors, image-classification, normalization-free, efficient-channel-attention, transformers, dataset:imagenet, arxiv:2102.06171, arxiv:1910.03151, arxiv:1903.10520, arxiv:1906.02659 Source: https://huggingface.co/models/timm/eca_nfnet_l0","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 321 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/timm/eca_nfnet_l0","homepage":"https://huggingface.co/models/timm/eca_nfnet_l0","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/timm/eca_nfnet_l0","kind":"source"}],"safetyScore":80,"overallRank":40,"popularityScore":30,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model timm/eca_nfnet_l0. Task: image classification. Library: timm. 321 downloads. 1 likes. timm/eca_nfnet_l0 Hugging Face model timm/eca_nfnet_l0."},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:48.573Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"timm","status":"self-declared"},{"label":"pytorch","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"image-classification","status":"self-declared"},{"label":"normalization-free","status":"self-declared"},{"label":"efficient-channel-attention","status":"self-declared"},{"label":"transformers","status":"self-declared"},{"label":"dataset:imagenet","status":"self-declared"},{"label":"arxiv:2102.06171","status":"self-declared"},{"label":"arxiv:1910.03151","status":"self-declared"},{"label":"arxiv:1903.10520","status":"self-declared"},{"label":"arxiv:1906.02659","status":"self-declared"},{"label":"arxiv:2010.15052","status":"self-declared"},{"label":"arxiv:1909.13719","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":15,"capabilityMatrix":{"rows":[{"key":"timm","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"pytorch","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"safetensors","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"image-classification","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"normalization-free","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"efficient-channel-attention","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"transformers","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:imagenet","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2102.06171","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:1910.03151","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:1903.10520","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:1906.02659","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2010.15052","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:1909.13719","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"license:apache-2.0","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:timm|supported|profile capability:pytorch|supported|profile capability:safetensors|supported|profile capability:image-classification|supported|profile capability:normalization-free|supported|profile capability:efficient-channel-attention|supported|profile capability:transformers|supported|profile capability:dataset:imagenet|supported|profile capability:arxiv:2102.06171|supported|profile capability:arxiv:1910.03151|supported|profile capability:arxiv:1903.10520|supported|profile capability:arxiv:1906.02659|supported|profile capability:arxiv:2010.15052|supported|profile capability:arxiv:1909.13719|supported|profile capability:license:apache-2.0|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:48.573Z","emptyReason":null},"stars":null,"forks":null,"downloads":321,"likes":1,"task":"image-classification","library":"timm","packageName":null,"latestVersion":null,"tractionLabel":"321 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:48.573Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:36:48.573Z","lastCrawledAt":"2026-10-11T20:36:48.573Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:36:48.573Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":null,"setupComplexity":"low","setupSteps":["Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-timm-eca-nfnet-l0-1ncyb97-h/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-timm-eca-nfnet-l0-1ncyb97-h/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-timm-eca-nfnet-l0-1ncyb97-h/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-timm-eca-nfnet-l0-1ncyb97-h/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-timm-eca-nfnet-l0-1ncyb97-h/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-timm-eca-nfnet-l0-1ncyb97-h/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-13T05:23:50.616Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/hf-model-timm-eca-nfnet-l0-1ncyb97-h/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-timm-eca-nfnet-l0-1ncyb97-h/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-timm-eca-nfnet-l0-1ncyb97-h/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-timm-eca-nfnet-l0-1ncyb97-h/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"high","updatedAt":"2026-10-11T20:36:48.573Z","emptyReason":null},"readme":"# timm/eca_nfnet_l0\nHugging Face model timm/eca_nfnet_l0. Task: image classification. Library: timm. 321 downloads. 1 likes.\n\nTask: `image-classification`\n\nTags: timm, pytorch, safetensors, image-classification, normalization-free, efficient-channel-attention, transformers, dataset:imagenet, arxiv:2102.06171, arxiv:1910.03151, arxiv:1903.10520, arxiv:1906.02659\n\nSource: https://huggingface.co/models/timm/eca_nfnet_l0","readmeExcerpt":"timm/eca_nfnet_l0 Hugging Face model timm/eca_nfnet_l0. Task: image classification. Library: timm. 321 downloads. 1 likes. Task: image-classification Tags: timm, pytorch, safetensors, image-classification, normalization-free, efficient-channel-attention, transformers, dataset:imagenet, arxiv:2102.06171, arxiv:1910.03151, arxiv:1903.10520, arxiv:1906.02659 Source: https://huggingface.co/models/timm/eca_nfnet_l0","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model timm/eca_nfnet_l0. Task: image classification. Library: timm. 321 downloads. 1 likes. timm/eca_nfnet_l0 Hugging Face model timm/eca_nfnet_l0. Task: image classification. Library: timm. 321 downloads. 1 likes. Task: image-classification Tags: timm, pytorch, safetensors, image-classification, normalization-free, efficient-channel-attention, transformers, dataset:imagenet, arxiv:2102.06171, arxiv:1910.03151, arxiv:1903.10520, arxiv:1906.02659 Source: https://huggingface.co/models/timm/eca_nfnet_l0","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":392,"uniquenessScore":64,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:48.573Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:48.573Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"agent-directory","verified":false,"confidence":"low","updatedAt":"2026-10-13T05:23:50.616Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}